import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
import warnings
warnings.filterwarnings('ignore')
%matplotlib inline
pd.options.display.float_format = '{:.2f}'.format
df = pd.read_excel('GSAF5.xls')
df.head()
| Case Number | Date | Year | Type | Country | Area | Location | Activity | Name | Sex | ... | Species | Investigator or Source | href formula | href | Case Number.1 | Case Number.2 | original order | Unnamed: 22 | Unnamed: 23 | ||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2021.02.02.b | 01-Feb-2021 | 2021.00 | Watercraft | AUSTRALIA | South Australia | Gleneg | Surf skiing | Jad French | M | ... | Bronze whaler | K. McMurray, TrackingSharks.com | 2021.02.02.b-French.pdf | http://sharkattackfile.net/spreadsheets/pdf_di... | http://sharkattackfile.net/spreadsheets/pdf_di... | 2021.02.02.b | 2021.02.02.b | 6618.00 | NaN | NaN |
| 1 | 2021.02.02 | 02-Feb-2021 | 2021.00 | Watercraft | USA | Maui | Ukumehama | Kayaking | Daniel Sullivan and his son Tristan | M | ... | White shark | K. McMurray, TrackingSharks.com | 2021.02.02.a-Sullivan.pdf | http://sharkattackfile.net/spreadsheets/pdf_di... | http://sharkattackfile.net/spreadsheets/pdf_di... | 2021.02.02.a | 2021.02.02.a | 6617.00 | NaN | NaN |
| 2 | 2021.01.29 | 29-Jan-2021 | 2021.00 | Unprovoked | AUSTRALIA | Western Australia | Melaleuca Beach, Cowaramup Bay, Gracetown, | Swimming | female | F | ... | NaN | M. Michaelson, GSAF | 2021.01.29-Gracetown.pdf | http://sharkattackfile.net/spreadsheets/pdf_di... | http://sharkattackfile.net/spreadsheets/pdf_di... | 2021.01.29 | 2021.01.29 | 6616.00 | NaN | NaN |
| 3 | 2021.01.27 | 27-Jan-2021 | 2021.00 | Unprovoked | NEW ZEALAND | North Island | Papamoa Beach, Bay of Plenty | Swimming | male | M | ... | Juvenile shark | K. McMurray, TrackingSharks.com | 2021.01.27-NZ.pdf | http://sharkattackfile.net/spreadsheets/pdf_di... | http://sharkattackfile.net/spreadsheets/pdf_di... | 2021.01.27 | 2021.01.27 | 6615.00 | NaN | NaN |
| 4 | 2021.01.23 | 23-Jan-2021 | 2021.00 | Unprovoked | AUSTRALIA | New South Wales | Lake Macquarie | Swimming | Rick Burbury | M | ... | S. DeMarchi & B. Myatt, GSAF, K. McMurray, Tra... | 2021.01.23-Burbury.pdf | http://sharkattackfile.net/spreadsheets/pdf_di... | http://sharkattackfile.net/spreadsheets/pdf_di... | 2021.01.23 | 2021.01.23 | 6614.00 | NaN | NaN |
5 rows × 24 columns
df.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 25808 entries, 0 to 25807 Data columns (total 24 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Case Number 8786 non-null object 1 Date 6617 non-null object 2 Year 6616 non-null float64 3 Type 6607 non-null object 4 Country 6568 non-null object 5 Area 6148 non-null object 6 Location 6069 non-null object 7 Activity 6059 non-null object 8 Name 6403 non-null object 9 Sex 6045 non-null object 10 Age 3703 non-null object 11 Injury 6587 non-null object 12 Fatal (Y/N) 6066 non-null object 13 Time 3189 non-null object 14 Species 3646 non-null object 15 Investigator or Source 6600 non-null object 16 pdf 6617 non-null object 17 href formula 6614 non-null object 18 href 6616 non-null object 19 Case Number.1 6617 non-null object 20 Case Number.2 6617 non-null object 21 original order 6618 non-null float64 22 Unnamed: 22 1 non-null object 23 Unnamed: 23 2 non-null object dtypes: float64(2), object(22) memory usage: 4.7+ MB
df['Fatal (Y/N)'].value_counts(dropna=False)
NaN 19742 N 4566 Y 1415 UNKNOWN 71 N 7 F 2 M 1 y 1 N 1 2017 1 Y x 2 1 Name: Fatal (Y/N), dtype: int64
df['Fatal (Y/N)'] = df['Fatal (Y/N)'].str.replace('\d+', '').str.replace(' ','').str.replace('x','').str.upper()
df['Fatal (Y/N)'].str.contains(['Y','N'],regex=False)
0 nan
1 nan
2 nan
3 nan
4 nan
..
25803 nan
25804 nan
25805 nan
25806 nan
25807 nan
Name: Fatal (Y/N), Length: 25808, dtype: float64
df['Species '].value_counts()
White shark 182
Shark involvement prior to death was not confirmed 105
Invalid 102
Shark involvement not confirmed 90
Tiger shark 83
...
White shark, 2.5 m [8.25'], an immature female, previously injured 1
Tiger shark, 8' 1
Though to involve a white shark 1
White shark, 2.5 m [8.25'] 1
Survivors said 2 species of sharks were involved: oceanic whitetip sharks and another species 1
Name: Species , Length: 1616, dtype: int64
chars = ["!",'"',"#","%","&","'","(",")",
"*","+",",","-",".","/",":",";","<",
"=",">","?","@","[","\\","]","^","_",
"`","{","|","}","~","–"]
for char in chars:
df['Species '] = df['Species '].str.replace(char, '')
df['Species '].value_counts()
White shark 186
Shark involvement prior to death was not confirmed 105
Invalid 102
Shark involvement not confirmed 90
Tiger shark 90
...
Possibly a 6 lemon shark 1
4 m 13 590kg white shark 1
Caribbean reef shark 6 1
Possibly a 10 bull shark 1
Spinner shark 3 to 4 1
Name: Species , Length: 1546, dtype: int64
df['Species '] = df['Species '].str.replace('\d+', '').str.replace('m','').str.replace('Juvenile','')
df['Species '] = df['Species '].str.replace('x','').str.replace('female','')
df['Species '] = df['Species '].str.replace('Small','').str.replace('Possibly a','').str.replace('kg','')
df['Species '] = df['Species '].str.replace('feet','').str.replace('to','').str.replace('lb','')
df['Species '] = df['Species '].str.replace('Said to involve a','').str.title()
df['Species '].value_counts()
Shark 332
Shark 261
White Shark 187
Shark 129
Shark Involveent Prior Death Was Not Confired 105
...
Injury Ost Likely Caused By Barracuda Not A Shark 1
Copper Shark 1
Wobbegong Shark K 1
White Shark 1
1
Name: Species , Length: 824, dtype: int64
cols_to_include = ['Year','Type','Country',
'Area','Location',
'Activity', 'Fatal (Y/N)',
'Species ']
renaming = {'Area':'State',
'Species ':'Species',
'Fatal (Y/N)':'Fatal'}
df1 = df[cols_to_include].rename(renaming, axis=1)
key_vars = ['Type','Country','State','Location','Activity','Fatal','Species']
sharks = df1[df1.Year.isin(range(2010,2021))]
sharks.head()
| Year | Type | Country | State | Location | Activity | Fatal | Species | |
|---|---|---|---|---|---|---|---|---|
| 15 | 2020.00 | Unprovoked | USA | California | Coronado, San Diego County | Swimming | N | White Shark |
| 16 | 2020.00 | Unprovoked | MALDIVES | Raa Atoll | Faadoo Island | Fell off fishing boat | N | NaN |
| 17 | 2020.00 | Unprovoked | ST MARTIN | NaN | Orient Beach | Swimming | Y | Tiger Shark |
| 18 | 2020.00 | Unprovoked | AUSTRALIA | Western Australia | Cable Beach | Surfing | N | NaN |
| 19 | 2020.00 | Unprovoked | USA | Hawaii | Honolua Bay | Surfing | Y | Tiger Shark |
pd.set_option('max_columns',None)
pd.set_option('max_rows',None)
sharks.sort_values(by=['Year'],ascending=False).reset_index(drop=True)
sharks
| Year | Type | Country | State | Location | Activity | Fatal | Species | |
|---|---|---|---|---|---|---|---|---|
| 15 | 2020.00 | Unprovoked | USA | California | Coronado, San Diego County | Swimming | N | White Shark |
| 16 | 2020.00 | Unprovoked | MALDIVES | Raa Atoll | Faadoo Island | Fell off fishing boat | N | NaN |
| 17 | 2020.00 | Unprovoked | ST MARTIN | NaN | Orient Beach | Swimming | Y | Tiger Shark |
| 18 | 2020.00 | Unprovoked | AUSTRALIA | Western Australia | Cable Beach | Surfing | N | NaN |
| 19 | 2020.00 | Unprovoked | USA | Hawaii | Honolua Bay | Surfing | Y | Tiger Shark |
| 20 | 2020.00 | Unprovoked | USA | Oregon | Seaside Cove, Clatsop County | Surfing | N | NaN |
| 21 | 2020.00 | Unprovoked | AUSTRALIA | South Australia | Kangaroo Island | Surfing | N | White Shark |
| 22 | 2020.00 | Unprovoked | EGYPT | South Sinai | Marsa Alam | Scuba diving | N | Oceanic Whitetip Shark |
| 23 | 2020.00 | Unprovoked | USA | Hawaii | Maui | Snorkeling | N | NaN |
| 24 | 2020.00 | Unprovoked | NEW CALEDONIA | South Province | St. Vincent Bay | Snorkeling | N | Tiger Shark |
| 25 | 2020.00 | Unprovoked | AUSTRALIA | Western Australia | Cable Beach | Body boarding | Y | Tiger Shark |
| 26 | 2020.00 | Unprovoked | AUSTRALIA | New South Wales | Town Beach, Port Macquarie | Surfing | N | NaN |
| 27 | 2020.00 | Unprovoked | USA | Florida | Ormond Beach | Swimming | N | Blacktip Shark |
| 28 | 2020.00 | Unprovoked | BAHAMAS | Grand Bahama Island | East End Point | Spearfishing | N | Reef Shark |
| 29 | 2020.00 | Unprovoked | USA | Franklin County, Florida | St George Island | Surfing | N | NaN |
| 30 | 2020.00 | Unprovoked | EGYPT | South Sinai | Shark Reef, Ras Muhammed | Snorkeling | N | NaN |
| 31 | 2020.00 | Unprovoked | AUSTRALIA | Queensland | Britomart Reef | Spearfishing | N | NaN |
| 32 | 2020.00 | NaN | USA | North Carolina | Emerald Isle, Carteret County | Surfing | N | Shark Involveent Not Confired |
| 33 | 2020.00 | Unprovoked | AUSTRALIA | Western Australia | Kelp Beds Beach (Kelpies) | Surfing | Y | Shark |
| 34 | 2020.00 | Unprovoked | USA | Florida | Miami Beach, Miami-Dade County | Body Surfing | N | Blacktip Shark |
| 35 | 2020.00 | Unprovoked | AUSTRALIA | Western Australia | Toms Surf break, Hamersley Pool, North Beach, ... | Surfing | N | Bronze Whaler |
| 36 | 2020.00 | Provoked | USA | Florida | Near Key Largo | NaN | N | Sall Nurse Shark |
| 37 | 2020.00 | NaN | USA | Hawaii | Charley Young Beach, Maui | Swimming | N | Injuries Not Caused By A Shark |
| 38 | 2020.00 | Unprovoked | USA | Florida | Sombero Key Light, Monroe County | Snorkeling | N | Bull Shark |
| 39 | 2020.00 | Provoked | AUSTRALIA | Queensland | Fraser Island | Fishing | N | Whitetip Shark |
| 40 | 2020.00 | Unprovoked | AUSTRALIA | New South Wales | Cabarita Beach | Foil-boarding | N | White Shark |
| 41 | 2020.00 | NaN | USA | Florida | Daytona Beach Shores, Volusia County | Swimming | N | Shark Involveent Not Confired |
| 42 | 2020.00 | Unprovoked | USA | Florida | Ponce Inlet, Volusia County | Surfing | N | NaN |
| 43 | 2020.00 | Unprovoked | USA | Florida | Melbourne Beach, Brevard County | Surfing | N | NaN |
| 44 | 2020.00 | NaN | USA | Florida | Canaveral National Seashore | Surf fishing | N | Shark |
| 45 | 2020.00 | Unprovoked | AUSTRALIA | Queensland | Greenmount Beach, Coolangatta | Surfing | Y | White Shark |
| 46 | 2020.00 | Unprovoked | USA | Hawaii | Puako | Snorkeling | N | Shark |
| 47 | 2020.00 | Unprovoked | USA | Florida | Jensen Beach, Martin County | NaN | N | Nurse Shark Juvenile |
| 48 | 2020.00 | Watercraft | AUSTRALIA | New South Wales | Forster | Fishing / Filming sharks feeding on whale carcass | N | White Shark |
| 49 | 2020.00 | Unprovoked | USA | South Carolina | Folly Beach, Charleston County | Surfing | N | NaN |
| 50 | 2020.00 | Unprovoked | USA | California | Shelter Cove, Humboldt County | Kayak fishing | N | White Shark |
| 51 | 2020.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Standing | N | NaN |
| 52 | 2020.00 | Unprovoked | USA | Florida | St. Augustine Beach, Anastasia Island, St. Joh... | Surfing | N | Shark |
| 53 | 2020.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Boogie boarding | N | NaN |
| 54 | 2020.00 | NaN | USA | South Carolina | Myrtle Beach, Horry County | Wading | N | NaN |
| 55 | 2020.00 | Unprovoked | AUSTRALIA | New South Wales | Shelly Beach, Port Macquarie | Surfing | N | White Shark |
| 56 | 2020.00 | Provoked | USA | Florida | Off Gasparilla Island, Charlotte County | Fishing | N | Blacktip Shark |
| 57 | 2020.00 | Unprovoked | USA | Virgin Islands | Candle Reef, St. Croix | Snorkeling | N | Nurse Shark |
| 58 | 2020.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | NaN |
| 59 | 2020.00 | Unprovoked | USA | Alabama | Orange Beach, Baldwin County | Swimming | N | Blacktip Or Spinner Shark |
| 60 | 2020.00 | Unprovoked | AUSTRALIA | Western Australia | Bunker Bay Beach | Surfing | N | White Shark |
| 61 | 2020.00 | Unprovoked | USA | Florida | Florida Keys | Diving | N | Leon Shark |
| 62 | 2020.00 | Watercraft | AUSTRALIA | Tasmania | Tenth Island | Sightseeing | NaN | White Shark |
| 63 | 2020.00 | Unprovoked | FRENCH POLYNESIA | Tuamotu Islands | Tikehau | Swimming | N | Blacktip Reef Shark Juvenile |
| 64 | 2020.00 | Unprovoked | USA | Maine | Bailey Island, Cumberland County | Swimming | Y | White Shark |
| 65 | 2020.00 | Unprovoked | USA | Bahamas | Spanish Cay | Spearfishing | N | Reef Shark |
| 66 | 2020.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Standing | N | NaN |
| 67 | 2020.00 | Unprovoked | USA | North Carolina | Neuse River, Craven County | Treading water | N | Bull Shark |
| 68 | 2020.00 | Unprovoked | USA | Florida | Cocoa Beach, Brevard County | Wading | N | NaN |
| 69 | 2020.00 | Unprovoked | AUSTRALIA | Tasmania | Off Stanley | Fishing | N | White Shark |
| 70 | 2020.00 | Unprovoked | USA | Florida | Melbourne Beach, Brevard County | Wading | N | Bull Shark |
| 71 | 2020.00 | Unprovoked | AUSTRALIA | Queensland | Fitzroy Island | Snorkeling | N | Shark |
| 72 | 2020.00 | Unprovoked | AUSTRALIA | New South Wales | Wilsons Headland | Surfing | Y | White Shark |
| 73 | 2020.00 | Unprovoked | USA | Florida | Cocoa Beach, Brevard County | Surfing | N | NaN |
| 74 | 2020.00 | Unprovoked | AUSTRALIA | Queensland | Fraser Island | Spearfishing | Y | NaN |
| 75 | 2020.00 | Unprovoked | USA | Florida | Homestead, Miami-Dade County | Playing | N | Bull Shark |
| 76 | 2020.00 | Unprovoked | USA | North Carolina | Salvo, Dare County | Body Surfing | N | NaN |
| 77 | 2020.00 | Unprovoked | BAHAMAS | Exumas | Pig Beach, Pig Island | NaN | N | NaN |
| 78 | 2020.00 | Unprovoked | SOUTH AFRICA | KwaZulu-Natal | Umhlanga Rocks | Surf skiing | N | NaN |
| 79 | 2020.00 | Unprovoked | NEW CALEDONIA | South Province | Plateau de Ricaudy, Nouméa | Windsurfing | Y | Tiger Shark |
| 80 | 2020.00 | Unprovoked | AUSTRALIA | New South Wales | Salt Beach near Kingscliff | Surfing | Y | White Shark |
| 81 | 2020.00 | Unprovoked | AUSTRALIA | Western Australia | Tantabitti Beach, Nigaloo | NaN | NaN | NaN |
| 82 | 2020.00 | NaN | USA | Delaware | Herring Point, Sussex County | Skimboarding | N | Shark Involveent Unconfired But Considered Pro... |
| 83 | 2020.00 | Unprovoked | USA | Hawaii | Davidsons Beach, Kauai | Surfing | N | Tiger Shark |
| 84 | 2020.00 | Unprovoked | BAHAMAS | Abaco Islands | NoName Cay | Spearfishing | N | Bull Shark |
| 85 | 2020.00 | Unprovoked | AUSTRALIA | Queensland | Lucinda | Spearfishing | N | Bull Shark |
| 86 | 2020.00 | Unprovoked | THAILAND | Muang district of Satun province, | Chebilang pier | Playing | N | Bull Shark |
| 87 | 2020.00 | Unprovoked | SPAIN | Canary Islands | Famara Beach, Lanzarote | Playing | N | Angel Shark |
| 88 | 2020.00 | Unprovoked | FRENCH POLYNESIA | Tahiti | Vallée Blanche | Snorkeling | N | Blacktip Shark |
| 89 | 2020.00 | Unprovoked | USA | California | Sand Dollar Beach, Santa Cruz County | Surfing | Y | White Shark |
| 90 | 2020.00 | Unprovoked | AUSTRALIA | Victoria | Southside Beach, near Geelong | Surfing | N | NaN |
| 91 | 2020.00 | Unprovoked | USA | California | Summerland, Santa Barbara County | Swimming | N | Shark |
| 92 | 2020.00 | NaN | USA | California | Moonlight Beach, San Diego County | Body Boarding | N | NaN |
| 93 | 2020.00 | Unprovoked | AUSTRALIA | New South Wales | Killick Creek near Crescent Head | Swimming | N | NaN |
| 94 | 2020.00 | Unprovoked | USA | Florida | Cocoa Beach, Brevard County | Surfing | N | Bull Shark |
| 95 | 2020.00 | Unprovoked | AUSTRALIA | Queensland | North West Island | Swimming | Y | NaN |
| 96 | 2020.00 | Unprovoked | AUSTRALIA | New South Wales | Wamberal Beach | Surfing | N | Shark |
| 97 | 2020.00 | Unprovoked | USA | California | Pleasure Point, Santa Cruz County | Stand-Up Paddleboarding | N | NaN |
| 98 | 2020.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | NaN |
| 99 | 2020.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | NaN |
| 100 | 2020.00 | Unprovoked | AUSTRALIA | Queensland | Cairns | NaN | N | NaN |
| 101 | 2020.00 | Provoked | NEW ZEALAND | North Island | Stanmore Bay, Auckland | Kayak fishing | N | White Shark |
| 102 | 2020.00 | Unprovoked | FIJI | Vanua Levu | Tawake, Cakaudrove | Spearfishing | N | NaN |
| 103 | 2020.00 | Unprovoked | NEW ZEALAND | North Island | Pauanui Beach | Surfing | N | White Shark |
| 104 | 2020.00 | Unprovoked | USA | Maui | Wailea | Stand-Up Paddle boarding | N | Tiger Shark |
| 105 | 2020.00 | Unprovoked | FRENCH POLYNESIA | Marquesas | Ua Huka | Canoeing | N | NaN |
| 106 | 2020.00 | Provoked | BAHAMAS | Exumas | NaN | Floating | N | NaN |
| 107 | 2020.00 | Unprovoked | AUSTRALIA | New South Wales | Windang Beach | Surfing | N | A Sall Shark |
| 108 | 2020.00 | Unprovoked | NEW ZEALAND | Southland | Oreti Beach | Surfing | N | Broadnose Seven Gill Shark |
| 109 | 2020.00 | Unprovoked | USA | North Carolina | Rodanthe, Dare County | Surfing | N | NaN |
| 110 | 2020.00 | Unprovoked | THAILAND | Phang Nga Province | Nang Thong Beach | Swimming | N | NaN |
| 111 | 2020.00 | Unprovoked | AUSTRALIA | Queensland | North West Island | Swimming | N | Leon Shark |
| 112 | 2020.00 | Unprovoked | AUSTRALIA | Western Australia | Cull Island / Esperance | Scuba diving | Y | White Shark |
| 113 | 2020.00 | Unprovoked | NEW CALEDONIA | NaN | Calana | NaN | N | NaN |
| 114 | 2020.00 | Questionable | AUSTRALIA | Western Australia | Esperance | Swimming after being swept off rocks | Y | NaN |
| 115 | 2019.00 | Unprovoked | AUSTRALIA | Queensland | North West Island | Swimming | N | Shovelnose Shark Which Is A Ray Not A Shark |
| 116 | 2019.00 | Unprovoked | SEYCHELLES | Praslin | Amitié Beach | Swimming | N | NaN |
| 117 | 2019.00 | Unprovoked | PAPUA NEW GUINEA | Central Province | Ragelapara reef | Spearfishing | Y | NaN |
| 118 | 2019.00 | Unprovoked | SOUTH AFRICA | Eastern Cape Province | Nahoon Beach, East London | Surf skiing | N | NaN |
| 119 | 2019.00 | Unprovoked | NEW ZEALAND | Southland | Oreti Beach | Boogie boarding | N | NaN |
| 120 | 2019.00 | Unprovoked | USA | California | Santa Rosa Island, Ventura County | Surfing | N | NaN |
| 121 | 2019.00 | Provoked | AUSTRALIA | New South Wales | Shellharbour | Fishing | NaN | White Shark |
| 122 | 2019.00 | Questionable | REUNION ISLAND | NaN | NaN | Kayaking | F | Tiger Shark |
| 123 | 2019.00 | Unprovoked | AUSTRALIA | Western Australia | Exmouth | Free diving | N | NaN |
| 124 | 2019.00 | Unprovoked | USA | Hawaii | Cove Park, Kihei, Maui | Stand-Up Paddleboarding | N | Tiger Shark |
| 125 | 2019.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | Blacktip Shark |
| 126 | 2019.00 | Unprovoked | AUSTRALIA | Queensland | Bargara | Snorkeling | N | NaN |
| 127 | 2019.00 | Questionable | AUSTRALIA | Queensland | Elliot Head, near Bundaberg. | Spearfishing | F | NaN |
| 128 | 2019.00 | Provoked | MEXICO | Guerrero | Off Barra Vieja | Fishing | N | NaN |
| 129 | 2019.00 | Unprovoked | ISRAEL | NaN | Haifa | Snorkeling | N | NaN |
| 130 | 2019.00 | Provoked | FRENCH POLYNESIA | Moorea | Afareitu Lagoonarium. | Feeding sharks | N | Blacktip Shark |
| 131 | 2019.00 | Unprovoked | USA | Florida | Cocoa Beach, Brevard County | Surfing | N | Blacktip Shark |
| 132 | 2019.00 | Unprovoked | MEXICO | Baja | Magdalena Bay | Snorkeling | N | NaN |
| 133 | 2019.00 | Watercraft | SOUTH AFRICA | Eastern Cape Province | East London | Kayaking fishing | N | White Shark |
| 134 | 2019.00 | Unprovoked | USA | California | San Onofre, San Diego County | Surfing | N | White Shark |
| 135 | 2019.00 | Questionable | REUNION ISLAND | Saint-Gilles | L’Hermitage Lagoon | Snorkeling | Y | Tiger Shark |
| 136 | 2019.00 | Unprovoked | AUSTRALIA | Queensland | Off Airlie Beach, Whitsundays | Snorkeling | N | Tiger Shark |
| 137 | 2019.00 | Provoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | Shark |
| 138 | 2019.00 | Unprovoked | FRENCH POLYNESIA | Moorea | Opunohu Bay | Snorkeling | NaN | Oceanic Whitetip Shark |
| 139 | 2019.00 | Unprovoked | AUSTRALIA | Queensland | Woorim Beach, Bribie Island, | Surfing | N | Shark |
| 140 | 2019.00 | Unprovoked | USA | Florida | Fort Pierce, St. Lucie County | Surfing | N | NaN |
| 141 | 2019.00 | Unprovoked | AUSTRALIA | New South Wales | Lighthouse Beach | Surfing | N | White Shark |
| 142 | 2019.00 | Watercraft | USA | California | Ship Rock near Catalina, Los Angeles County | Kayaking | N | White Shark |
| 143 | 2019.00 | Unprovoked | USA | Guam | Talofofo Bay | Surfing | N | Shark |
| 144 | 2019.00 | Provoked | AUSTRALIA | Northern Territory | Nightcliff Jetty, Darwin | Fishing | N | Shark |
| 145 | 2019.00 | Unprovoked | USA | Hawaii | Kihei, South Maui | Surfing | N | Shark |
| 146 | 2019.00 | Unprovoked | USA | Florida | Huguenot Park, Jacksonville, Duval County | Swimming | N | NaN |
| 147 | 2019.00 | Unprovoked | USA | Florida | Satellite Beach, Brevard County | Surfing | N | Shark |
| 148 | 2019.00 | Unprovoked | USA | Hawaii | Haleiwa, Oahu | Snorkeling | N | Galapagos Shark |
| 149 | 2019.00 | Unprovoked | USA | South Carolina | Isle of Palms, Charleston County | NaN | N | NaN |
| 150 | 2019.00 | Unprovoked | AUSTRALIA | Western Australia | Burns Beach, Perth | Spearfishing | N | White Shark |
| 151 | 2019.00 | Unprovoked | USA | Cayman Islands | Grand Cayman | Spearfishing | N | Nurse Shark |
| 152 | 2019.00 | Unprovoked | USA | Florida | Jacksonville Beach, Duval County | NaN | N | NaN |
| 153 | 2019.00 | Provoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | Shark |
| 154 | 2019.00 | Unprovoked | USA | Florida | Fort Lauderdale, Broward County | Wading | N | NaN |
| 155 | 2019.00 | Unprovoked | USA | Hawaii | Napoopoo Park in Kealakekua Bay, The Big Island | Swimming/ Treading water | N | NaN |
| 156 | 2019.00 | Unprovoked | FIJI | NaN | reef 40km east Vanua Levu | Spearfishing | N | Grey Reef Shark |
| 157 | 2019.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Wading | N | NaN |
| 158 | 2019.00 | Unprovoked | USA | Hawaii | Makaha Beach, Oahu | Surfing | N | Shark |
| 159 | 2019.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Standing | N | NaN |
| 160 | 2019.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | NaN |
| 161 | 2019.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | NaN |
| 162 | 2019.00 | Unprovoked | USA | Florida | Off Key Biscayne | Spearfishing / Diving | N | NaN |
| 163 | 2019.00 | Unprovoked | USA | Hawaii | Molokai Channel/ | Swimming | N | Cookiecutter Shark |
| 164 | 2019.00 | Provoked | USA | North Carolina | Off Cape Hatteras, Dare County | Fishing | N | Blacktip Shark |
| 165 | 2019.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | NaN |
| 166 | 2019.00 | Unprovoked | AUSTRALIA | Queensland | Magra Islet | Snorkeling | NaN | NaN |
| 167 | 2019.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Boogie boarding | N | NaN |
| 168 | 2019.00 | Unprovoked | USA | Florida | Jacksonville Beach, Duval County | Surfing | N | Blacktip Or Spinner Shark |
| 169 | 2019.00 | Unprovoked | USA | Rhode Island | Moonstone Beach, South Kingstown, Washington C... | Surfing | N | Sandtiger Shark |
| 170 | 2019.00 | Unprovoked | NEW ZEALAND | Chatham Islands | Pitt Island or Chatham Island | Scuba diving | N | White Shark |
| 171 | 2019.00 | Unconfirmed | USA | Florida | Haulover Inlet, Miami-Dade County | Diving | NaN | NaN |
| 172 | 2019.00 | Unprovoked | USA | North Carolina | Sunset Beach, Brunswick County | Body-surfing | N | Shark Pup |
| 173 | 2019.00 | Unprovoked | USA | Florida | Amelia Island, Nassau County | Boogie boarding | N | NaN |
| 174 | 2019.00 | Unprovoked | SOUTH AFRICA | Eastern Cape Province | East Beach, Port Alfred | Surfing | N | White Shark Juvenile |
| 175 | 2019.00 | Unprovoked | AUSTRALIA | Queensland | Pelican Waters, Caloundra | Paddle boarding | N | Bull Shark Pup |
| 176 | 2019.00 | Provoked | MEXICO | Quinta Roo | Cabo Catoche | Fishing | N | NaN |
| 177 | 2019.00 | Unprovoked | BAHAMAS | Abaco Islands | Great Guana Cay | Snorkeling | N | NaN |
| 178 | 2019.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | NaN |
| 179 | 2019.00 | Unprovoked | BAHAMAS | Lucayan Archipelago | Rose Island | Snorkeling | Y | NaN |
| 180 | 2019.00 | Unprovoked | BAHAMAS | Abaco Islands | NaN | Spearfishing | N | NaN |
| 181 | 2019.00 | Unprovoked | BAHAMAS | NaN | Wells Cay | Snorkeling | NaN | NaN |
| 182 | 2019.00 | Unprovoked | USA | North Carolina | Bald Head Island, Brunswick County | Swimming | N | NaN |
| 183 | 2019.00 | Unprovoked | USA | Georgia | Wilmington River, Chatham County | Swimming | N | Bull Shark |
| 184 | 2019.00 | Unprovoked | USA | North Carolina | Ocean Isle, Brunswick County | Surfing | N | NaN |
| 185 | 2019.00 | Unprovoked | AUSTRALIA | Tasmania | Maatsuyker Island | Abalone diving | N | NaN |
| 186 | 2019.00 | Unverified | AUSTRALIA | New South Wales | Lennox Head | Surfing | N | NaN |
| 187 | 2019.00 | Unprovoked | USA | North Carolina | Fort Macon State Beach, Carteret County | Standing | N | NaN |
| 188 | 2019.00 | Unprovoked | NEW CALEDONIA | Bélep Islands | Cook Reef | Fishing | Y | NaN |
| 189 | 2019.00 | Unprovoked | USA | Hawaii | Honokowai Point, Maui | Swimming | Y | NaN |
| 190 | 2019.00 | Unprovoked | NEW CALEDONIA | Noumea | Port South Marina | Swimming | N | Bull Shark |
| 191 | 2019.00 | Unprovoked | USA | New Jersey | Ship Bottom, Ocean County | Body Boarding | N | Shark Involveent Unconfired But Considered Pro... |
| 192 | 2019.00 | Unprovoked | FIJI | NaN | Beqa | Scuba diving | N | Tiger Shark |
| 193 | 2019.00 | Unprovoked | USA | Hawaii | Browns, Oahu | Surfing | N | Shark |
| 194 | 2019.00 | Unprovoked | AUSTRALIA | Queensland | Yandaran Beach | Body Surfing | N | NaN |
| 195 | 2019.00 | Unprovoked | REUNION ISLAND | NaN | Saint Leu | Surfing | Y | NaN |
| 196 | 2019.00 | Unprovoked | USA | Hawaii | O'ahu | Swimming with sharks | N | NaN |
| 197 | 2019.00 | Unprovoked | USA | California | North Salmon Creek Beach, Sonoma County | Surfing | N | White Shark |
| 198 | 2019.00 | Provoked | BRAZIL | Fernando de Noronha | Praia de Porto | Fishing | N | Leon Shark Pup |
| 199 | 2019.00 | Unprovoked | USA | Florida | Off Boca Grande, Lee County | Fishing | N | NaN |
| 200 | 2019.00 | Unprovoked | AUSTRALIA | New South Wales | Tomaree | Spearfishing | N | Grey Nurse Shark Feale |
| 201 | 2019.00 | Unprovoked | USA | Hawaii | Anaehoomalu Bay, Hawaii | Kayaking | N | Tiger Shark |
| 202 | 2019.00 | Unprovoked | USA | Florida | Jacksonville Beach, Duval County | NaN | N | NaN |
| 203 | 2019.00 | Questionable | USA | Florida | Crescent Beach, St Johns County | Boogie boarding | N | NaN |
| 204 | 2019.00 | Questionable | USA | Hawaii | North Koahala, Big Island | Picking opihi | N | Tiger Shark |
| 205 | 2019.00 | Unprovoked | USA | Hawaii | Kaiwi Channel | Swimming | N | Cookiecutter Shark |
| 206 | 2019.00 | Provoked | CHINA | Liaoning Province | Laohutan Ocean Park Aquarium, Dalian City | Diving in shark tank | N | Sand Tiger Shark |
| 207 | 2019.00 | Watercraft | USA | Hawaii | Waikoloa area | Paddling an outrigger canoe | N | Shark |
| 208 | 2019.00 | Unprovoked | AUSTRALIA | Queensland | Line Reef | Swimming | N | Grey Reef Shark |
| 209 | 2019.00 | Unprovoked | USA | Florida | Hobe Sound, Martin County | Surfing | N | Shark |
| 210 | 2019.00 | Unprovoked | MEXICO | Guerrero | Troncones | Swimming | N | NaN |
| 211 | 2019.00 | Unprovoked | USA | Hawaii | Kaiwi Channel | Swimming | N | Cookiecutter Shark |
| 212 | 2019.00 | Unprovoked | USA | Florida | Stuart Beach, Martin County | Boogie boarding | N | Spinner Shark |
| 213 | 2019.00 | Unprovoked | USA | Oregon | Cape Kiwanda, Tillamook County | Surfing | N | NaN |
| 214 | 2019.00 | Provoked | SOUTH AFRICA | Eastern Cape Province | 30 nm off Port Elizabeth | Fishing | N | Shark |
| 215 | 2019.00 | Unprovoked | AUSTRALIA | New South Wales | Belongil Bay | Surfing | N | NaN |
| 216 | 2019.00 | Unprovoked | BRAZIL | Fernando de Noronha | Cacimba do Padre | Surfing | N | Leon Shark |
| 217 | 2019.00 | Unprovoked | AUSTRALIA | Northern Territory | Groote Eylandt | Spearfishing | N | Reef Shark |
| 218 | 2019.00 | Unprovoked | USA | Hawaii | Hanalei Bay, Kauai | Surfing | N | Tiger Shark |
| 219 | 2019.00 | Unprovoked | AUSTRALIA | New South Wales | Urunga area | Surfing | N | NaN |
| 220 | 2019.00 | Watercraft | SOUTH AFRICA | KwaZulu-Natal | Mtunzini | Fishing | N | NaN |
| 221 | 2019.00 | Unprovoked | USA | Florida | Key Biscayne | Spearfishing | N | Bull Shark |
| 222 | 2019.00 | Unprovoked | REUNION ISLAND | NaN | Sainte-Rose at the mouth of Riviere de l'Est | Fishing | Y | NaN |
| 223 | 2019.00 | Invalid | NEW ZEALAND | South Island | Oreti Beach | Boogie boarding | N | Reported As Shark Bite But Injury Caused By St... |
| 224 | 2019.00 | Unprovoked | AUSTRALIA | Western Australia | North Cottesloe | Swimming | N | Wobbegong Shark |
| 225 | 2019.00 | Invalid | AUSTRALIA | Queensland | Catseye Beach, Hamilton Island, Whitsundays | Wading | N | Reported As Shark Attacks But Injuries Caused ... |
| 226 | 2019.00 | Unprovoked | USA | California | Sandspit Beach, Montaña de Oro State Park | Surfing | N | White Shark |
| 227 | 2018.00 | Unprovoked | MEXICO | Sonora | Southeast of Puerto Peñasco | Diving | Y | Tiger Shark |
| 228 | 2018.00 | Provoked | AUSTRALIA | New South Wales | NaN | NaN | N | Wobbegong Shark |
| 229 | 2018.00 | Unprovoked | NEW ZEALAND | North Island | Matauri Bay | Spearfishing | N | Mako Shark |
| 230 | 2018.00 | Unprovoked | NEW ZEALAND | North Island | Ti Point | Spearfishing | N | Bronze Whaler |
| 231 | 2018.00 | Unprovoked | AUSTRALIA | New South Wales | Nambucca | Surfing | N | NaN |
| 232 | 2018.00 | Unprovoked | AUSTRALIA | New South Wales | South Steyne | Surfing | N | Wobbegong Shark |
| 233 | 2018.00 | Unprovoked | USA | Florida | Juno Beach, Palm Beach County | Surfing | N | NaN |
| 234 | 2018.00 | Unprovoked | AUSTRALIA | Northern Territory | Off Nhulunbuy | Spearfishing | N | Reef Shark |
| 235 | 2018.00 | Unprovoked | AUSTRALIA | New South Wales | 7 Mile Beach, Gerroa | Surfing | N | NaN |
| 236 | 2018.00 | Watercraft | AUSTRALIA | Queensland | Moffat Beach | Kayaking | N | Tiger Shark |
| 237 | 2018.00 | Unprovoked | SOUTH AFRICA | KwaZulu-Natal | Tinley Manor | Fishing | N | White Shark |
| 238 | 2018.00 | Unprovoked | AUSTRALIA | Western Australia | Pyramids Beach, Mandurah | Body Boarding | N | Sandtiger Shark |
| 239 | 2018.00 | Unprovoked | BAHAMAS | Exumas | Compass Cay | Swimming | N | Nurse Shark |
| 240 | 2018.00 | Unprovoked | AUSTRALIA | New South Wales | Shelly Beach, Ballina | Surfing | N | Shark |
| 241 | 2018.00 | Unprovoked | AUSTRALIA | Queensland | Cid Harbor, Whitsundays | Swimming | Y | NaN |
| 242 | 2018.00 | Unprovoked | EGYPT | NaN | Brothers' Island | Scuba diving | N | Oceanic Whitetip Shark |
| 243 | 2018.00 | Unprovoked | AUSTRALIA | Western Australia | Guillotines surf break, Shire of Augusta Marga... | Surfing | N | NaN |
| 244 | 2018.00 | Unprovoked | USA | Florida | Near Patrick AFB, Brevard County | Surfing | N | Shark |
| 245 | 2018.00 | Unprovoked | USA | Florida | Ponce Inlet, Volusia County | Surfing | N | NaN |
| 246 | 2018.00 | Unprovoked | USA | California | Farallon Islands | Diving / Filming | N | White Shark Feale |
| 247 | 2018.00 | Unprovoked | AUSTRALIA | New South Wales | Samurai Beach | Body Surfing | N | Bull Shark |
| 248 | 2018.00 | Unprovoked | NEW ZEALAND | North Island | Baylys Beach | Surfing | N | White Shark |
| 249 | 2018.00 | Questionable | AUSTRALIA | Western Australia | Two Rocks near Three Mile Reef | Spearfishing | N | White Shark Feale |
| 250 | 2018.00 | Watercraft | SAMOA | Upolo | NaN | Surf skiing | N | NaN |
| 251 | 2018.00 | Unprovoked | USA | Florida | Bethune Beach, Volusia County | Surfing | N | Spinner Shark |
| 252 | 2018.00 | Provoked | AUSTRALIA | Queensland | Swain Reef | Fishing | N | Reef Shark |
| 253 | 2018.00 | Unprovoked | USA | California | Beacons Beach, San Diego County | Diving | N | White Shark |
| 254 | 2018.00 | Unprovoked | AUSTRALIA | Northern Territory | Groote Eylandt | NaN | N | Bull Shark |
| 255 | 2018.00 | Watercraft | USA | California | Humboldt County | Fishing | N | White Shark |
| 256 | 2018.00 | Unprovoked | BAHAMAS | Abaco Islands | Treasure Cay | Spearfishing | N | Blacktip Shark |
| 257 | 2018.00 | Questionable | USA | Florida | Jacksonville Beach, Duval County | NaN | N | NaN |
| 258 | 2018.00 | Unprovoked | AUSTRALIA | Queensland | Cid Harbor, Whitsundays | Swimming | N | NaN |
| 259 | 2018.00 | Unprovoked | JAMAICA | St. Mary Parish | James Bond Beach | Spearfishing | Y | NaN |
| 260 | 2018.00 | Unprovoked | AUSTRALIA | Queensland | Cid Harbor, Whitsundays | Swimming | N | NaN |
| 261 | 2018.00 | Unprovoked | USA | Massachusetts | Newcomb Hollow Beach, Wellfleet, Barnstable Co... | Boogie boarding | Y | White Shark |
| 262 | 2018.00 | Unprovoked | USA | Florida | Ponce Inlet, Volusia County | Surfing | N | NaN |
| 263 | 2018.00 | Unprovoked | USA | Hawaii | Pounders Beach, Oahu | Stand-Up Paddleboarding | N | Tiger Shark |
| 264 | 2018.00 | Unprovoked | USA | Florida | Fort Pierce, St. Lucie County | Surfing | N | NaN |
| 265 | 2018.00 | Provoked | IRELAND | County Cork | NaN | Fishing | N | Blue Shark |
| 266 | 2018.00 | Unprovoked | BAHAMAS | NaN | NaN | Diving | N | Leon Shark |
| 267 | 2018.00 | Unprovoked | USA | California | Huntington Beach, Orange County | Swimming | N | Shark |
| 268 | 2018.00 | Unprovoked | BAHAMAS | Abaco Islands | Carter's Cay | Spearfishing | N | Reef Shark |
| 269 | 2018.00 | Unprovoked | USA | North Carolina | Atlantic Beach, Carteret County | Surfing | N | NaN |
| 270 | 2018.00 | Unprovoked | ITALY | Chieti, Province | Torino di Sangro | Playing | N | NaN |
| 271 | 2018.00 | Unprovoked | BAHAMAS | Abaco Islands | Coco Bay, Green Turtle Cay | Standing | N | Nurse Shark |
| 272 | 2018.00 | Questionable | USA | Maryland | Rhode River, Chesapeake Bay | NaN | N | NaN |
| 273 | 2018.00 | Unprovoked | USA | Massachusetts | Longnook Beach, Truro, Barnstable County | Swimming | N | White Shark |
| 274 | 2018.00 | Unprovoked | USA | Texas | Crystal Beach, Galveston County | Spearfishing | N | Said Involve A Bull Shark |
| 275 | 2018.00 | Unprovoked | USA | North Carolina | Bald Head Island, Brunswick County | Standing | N | Said Involve A Blacktip Shark |
| 276 | 2018.00 | Unprovoked | USA | North Carolina | Bald Head Island, Brunswick County | Swimming/Standing | N | NaN |
| 277 | 2018.00 | Unprovoked | EGYPT | NaN | Marsa Alam | Snorkeling | Y | Tiger Shark |
| 278 | 2018.00 | Unprovoked | USA | Florida | St Augustine, St Johns County | Surfing | N | NaN |
| 279 | 2018.00 | Provoked | CHINA | Guizhou Province | Shopping mall aquarium in Guiyang City | Putting hand in shark tank | N | NaN |
| 280 | 2018.00 | Unprovoked | USA | New York | Atlantique Beach, Fire Island, Suffolk County | Boogie Boarding | N | Sandtiger Shark |
| 281 | 2018.00 | Unprovoked | USA | New York | Sailors Haven, Fire Island, Suffolk County | Wading | N | Sandtiger Shark |
| 282 | 2018.00 | Invalid | USA | Texas | Galveston | Surfing | NaN | NaN |
| 283 | 2018.00 | Invalid | COLOMBIA | San Andres and Providencia Archipelago | Provencia | Fishing | NaN | NaN |
| 284 | 2018.00 | Provoked | USA | California | Trinidad Beach, Huboldt County | Wading | N | Salon Shark Juvenile |
| 285 | 2018.00 | Under investigation | USA | Florida | Playalinda Beach, Brevard County | Surfing | N | NaN |
| 286 | 2018.00 | Unprovoked | USA | Florida | Fernandina Beach, Nassau County | Wading | N | NaN |
| 287 | 2018.00 | Unprovoked | USA | Florida | Fernandina Beach, Nassau County | Surfing | N | NaN |
| 288 | 2018.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | NaN |
| 289 | 2018.00 | Unprovoked | BAHAMAS | The Exuma Cays | Staniel Cay | Floating | N | Nurse Shark |
| 290 | 2018.00 | Invalid | USA | Florida | John Pennekamp Coral Reef State Park, Monroe C... | Snorkeling | N | Injury Ost Likely Caused By Barracuda Not A Shark |
| 291 | 2018.00 | Unprovoked | USA | South Carolina | Myrtle Beach | Boogie boarding | N | NaN |
| 292 | 2018.00 | Watercraft | USA | California | Oceanside, San Diego County | Paddling | N | White Shark |
| 293 | 2018.00 | Provoked | USA | Florida | Near the Bahia Honda Bridge, Monroe County | Fishing | N | Nurse Shark |
| 294 | 2018.00 | Unprovoked | USA | Georgia | St. Simon Island, Glynn County | Standing | N | NaN |
| 295 | 2018.00 | Invalid | USA | Hawaii | Habush, Oahu | Surfing | N | NaN |
| 296 | 2018.00 | Unprovoked | AUSTRALIA | New South Wales | Arrawarra Headland | Surfing | N | Shark |
| 297 | 2018.00 | Provoked | MEXICO | Colima | La Ticla | Free diving | N | Tiger Shark |
| 298 | 2018.00 | Unprovoked | AUSTRALIA | New South Wales | Flat Rock, Ballina | Kite surfing | N | NaN |
| 299 | 2018.00 | Unprovoked | BRAZIL | Pernambuco | Piedade Beach, Recife | Swimming | Y | Tiger Shark |
| 300 | 2018.00 | Unprovoked | EGYPT | NaN | Brothers Island | Scuba Diving | N | Oceanic Whitetip Shark |
| 301 | 2018.00 | Provoked | USA | Florida | Lighhouse Point Park, Ponce Inlet, Volusia County | Fishing | N | Leon Shark |
| 302 | 2018.00 | Unprovoked | USA | Florida | Cocoa Beach, Brevard County | Walking | N | Bull Shark |
| 303 | 2018.00 | Unprovoked | USA | Florida | Daytona Beach, Volusia County | Standing | N | NaN |
| 304 | 2018.00 | Provoked | AUSTRALIA | Queensland | Cairns Aquarium | Feeding sharks | N | Grey Reef Shark |
| 305 | 2018.00 | Unprovoked | USA | South Carolina | Isle of Palms, Charleston County | Boogie boarding | N | NaN |
| 306 | 2018.00 | Unprovoked | USA | South Carolina | Hilton Head Island, Beaufort County | Swimming | N | NaN |
| 307 | 2018.00 | Invalid | ENGLAND | Cornwall | Off Land's End | Fishing | N | Invalid Incident |
| 308 | 2018.00 | Provoked | AUSTRALIA | Westerm Australia | Dugong Bay | Feeding sharks | N | Tawny Nurse Shark |
| 309 | 2018.00 | Unprovoked | SOUTH AFRICA | Eastern Cape Province | Nahoon Beach, East London | Surfing | N | NaN |
| 310 | 2018.00 | Questionable | AUSTRALIA | New South Wales | Sharpes Beach, Ballina | Surfing | N | Shark Involveent Not Confired |
| 311 | 2018.00 | Unprovoked | THAILAND | Hua Hin | Sai Noi Beach | Swimming | N | NaN |
| 312 | 2018.00 | Provoked | USA | Texas | Galveston Bay | Fishing | N | Sandtiger Shark |
| 313 | 2018.00 | Unprovoked | COSTA RICA | Cocos Island | Manuelita | Scuba diving | N | Tiger Shark |
| 314 | 2018.00 | Unprovoked | AUSTRALIA | Western Australia | Gearys Beach | Surfing | N | NaN |
| 315 | 2018.00 | Questionable | AUSTRALIA | New South Wales | Lennox Head | Surfing | N | Questionable |
| 316 | 2018.00 | Unprovoked | AUSTRALIA | Western Australia | Surfers Point, Prevelly | Surfing | N | Shark |
| 317 | 2018.00 | Unprovoked | AUSTRALIA | Western Australia | South Point, Gracetown | Surfing | N | White Shark |
| 318 | 2018.00 | Unprovoked | MALDIVES | Alifu Alifu Atoll | Madoogali | Fishing | N | Tiger Shark |
| 319 | 2018.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Robberg Beach, Plettenberg Bay | Surf-skiing | N | White Shark |
| 320 | 2018.00 | Unprovoked | USA | Hawaii | Shipwreck’s Beach, Keoneloa Bay, Kauai | Body boarding | N | Shark |
| 321 | 2018.00 | Unprovoked | THAILAND | Hua Hin | Sai Noi Beach | Swimming | N | Bull Shark |
| 322 | 2018.00 | Unprovoked | BRAZIL | Pernambuco | Piedade | Swimming | NaN | NaN |
| 323 | 2018.00 | Unprovoked | AUSTRALIA | Western Australia | Lefthanders, Margaret River Area | Surfing | N | NaN |
| 324 | 2018.00 | Unprovoked | AUSTRALIA | Western Australia | Cobblestones, Margaret River Area | Surfing | N | NaN |
| 325 | 2018.00 | Unprovoked | BAHAMAS | New Providence | Nirvana Beach | Surfing | N | Tiger Shark |
| 326 | 2018.00 | Invalid | BRAZIL | Alagoas | Praia de Sauaçuhy, Maceió | Fishing | N | Shark Involveent Not Confired |
| 327 | 2018.00 | Unprovoked | NEW CALEDONIA | NaN | Magenta Beach, Noumea | Foilboarding | N | Shark |
| 328 | 2018.00 | Unprovoked | BAHAMAS | NaN | Bimini | Swimming | N | Bull Shark |
| 329 | 2018.00 | Unprovoked | SOUTH AFRICA | Eastern Cape Province | St. Francis Bay | Surfing | N | White Shark |
| 330 | 2018.00 | Unprovoked | USA | Hawaii | Kukio Beach | Stand-Up Paddleboarding | N | Tiger Shark |
| 331 | 2018.00 | Unprovoked | AUSTRALIA | Western Australia | Waterman's Bay | Wading | N | Wobbegong Shark |
| 332 | 2018.00 | Unprovoked | AUSTRALIA | Victoria | Lorne | Swimming | N | Shark |
| 333 | 2018.00 | Unprovoked | AUSTRALIA | Victoria | Winkipop | Surfing | N | Shark |
| 334 | 2018.00 | Unprovoked | SOUTH AFRICA | KwaZulu-Natal | Durban | Scuba Diving | N | Blacktip Shark |
| 335 | 2018.00 | Unprovoked | AUSTRALIA | New South Wales | Little Congwong Beach, La Perouse | Swimming | N | White Shark |
| 336 | 2018.00 | Provoked | AUSTRALIA | Victoria | Westernport Bay | Fishing | N | NaN |
| 337 | 2018.00 | Unprovoked | AUSTRALIA | New South Wales | Surf Beach, Kiama | Walking | N | Bull Shark |
| 338 | 2018.00 | Invalid | AUSTRALIA | Queensland | Mooloolaba Beach | Swimming | N | Wobbegong |
| 339 | 2018.00 | Invalid | BRAZIL | Boi Island, Victoria | Espirito Santo | Cleaning fish | N | Injury Believed Caused By An Eel Not A Shark |
| 340 | 2018.00 | Unprovoked | ECUADOR | Galapagos Islands | Santa Fe Island | Snorkeling | N | Galapagos Shark |
| 341 | 2018.00 | Invalid | AUSTRALIA | Western Australia | Avalon Point, Manurah | Spearfishing | N | Shark |
| 342 | 2018.00 | Unprovoked | AUSTRALIA | Western Australia | Cone Bay | NaN | N | Bull Shark |
| 343 | 2018.00 | Unprovoked | NEW CALEDONIA | NaN | Nouville | Spearfishing | N | Bull Shark |
| 344 | 2018.00 | Unprovoked | AUSTRALIA | Queensland | Lizard Island | Diving | N | Grey Reef Shark |
| 345 | 2018.00 | Unprovoked | AUSTRALIA | New South Wales | Martin Islet | Free diving | N | White Shark |
| 346 | 2018.00 | Unprovoked | BRAZIL | Fernando de Noronha | Conceicao Beach | Surfing | N | Sall Shark |
| 347 | 2018.00 | Unprovoked | AUSTRALIA | Western Australia | South Point, Gracetown | Surfing | N | Wobbegong Shark |
| 348 | 2017.00 | Unprovoked | USA | Hawaii | Hultin's Beach, Oahu | Surfing | N | Tiger Shark |
| 349 | 2017.00 | Unprovoked | USA | California | Drakes Estero, Point Reyes, Marin County | Surfing | N | NaN |
| 350 | 2017.00 | Provoked | MALAYSIA | Sepang | Bagan Lalang Beach | Fishing / Wading | N | Nurse Shark |
| 351 | 2017.00 | Unprovoked | BAHAMAS | NaN | NaN | Snorkeling | N | Nurse Shark |
| 352 | 2017.00 | Unprovoked | COSTA RICA | Cocos Island | Manuelita | Scuba Diving | N | Tiger Shark Feale |
| 353 | 2017.00 | Unprovoked | COSTA RICA | Cocos Island | Manuelita | Scuba diving | Y | Tiger Shark Feale |
| 354 | 2017.00 | Sea Disaster | LIBYA | NaN | Gars Garabulli | 2 boats capsized | Y | Soe Drowned But Other Ay Have Been Killed By B... |
| 355 | 2017.00 | Unprovoked | USA | California | Stillwater Cove, Monterey County | Spearfishing | N | White Shark |
| 356 | 2017.00 | Unprovoked | USA | Florida | Floridana Beach, Brevard County | Surfing | N | NaN |
| 357 | 2017.00 | Unprovoked | NaN | NaN | NaN | Surfing | N | NaN |
| 358 | 2017.00 | Unprovoked | AUSTRALIA | New South Wales | Avoca Beach | Surfing | N | Shark |
| 359 | 2017.00 | Unprovoked | CUBA | Holquin Province | Guardalavaca Beach | Night bathing | Y | Tiger Shark |
| 360 | 2017.00 | Unprovoked | USA | Hawaii | Makaha | Surfing | N | NaN |
| 361 | 2017.00 | Unprovoked | AUSTRALIA | Queensland | Magnetic Island | Snorkeling | N | Cookiecutter Shark |
| 362 | 2017.00 | Unprovoked | AUSTRALIA | New South Wales | Birubi Point | Surfing | N | Wobbegong Shark |
| 363 | 2017.00 | Unprovoked | USA | Hawaii | White Plains Beach, Oahu | Stand-Up Paddleboarding | N | NaN |
| 364 | 2017.00 | Unprovoked | MAURITIUS | Pamplemousses | Le Goulet | Swimming | N | NaN |
| 365 | 2017.00 | Unprovoked | USA | Florida | Juno Beach, Palm Beach County | Surfing | N | NaN |
| 366 | 2017.00 | Unprovoked | USA | Florida | Ocean Reef Park, Singer Island, Palm Beach County | Swimming | N | NaN |
| 367 | 2017.00 | Unprovoked | AUSTRALIA | South Australia | Normanville | Kayaking / Fishing | N | White Shark |
| 368 | 2017.00 | Watercraft | NEW ZEALAND | North Island | Off Tapuna Beach, Auckand | Kayaking | N | Shark |
| 369 | 2017.00 | Unprovoked | USA | Florida | Lantana Beach, Palm Beach County | Swimming | N | Spinner Shark |
| 370 | 2017.00 | Unprovoked | USA | Hawaii | Davidsons Beach, Kekaha, Kauai | Surfing | N | Tiger Shark |
| 371 | 2017.00 | Unprovoked | USA | Hawaii | Kama‘ole Beach Park, Maui | Snorkeling | N | Shark |
| 372 | 2017.00 | Invalid | SOUTH AFRICA | Western Cape Province | Dyer Island | Scuba Diving | NaN | NaN |
| 373 | 2017.00 | Unprovoked | USA | Florida | Hanna Park, Jacksonville, Duval County | Surfing | N | Shark |
| 374 | 2017.00 | Unprovoked | AUSTRALIA | Western Australia | Gracetown | Surfing | N | White Shark |
| 375 | 2017.00 | Invalid | USA | New York | Rockaway | Surfing | NaN | Questionable |
| 376 | 2017.00 | Unprovoked | USA | Florida | Fort Worth | Surfing | N | Shark |
| 377 | 2017.00 | Unprovoked | USA | Florida | Palm Beach County | Surfing | N | NaN |
| 378 | 2017.00 | Unprovoked | SPAIN | Canary Islands | Gran Canaria | Body surfing | N | Porbeagle |
| 379 | 2017.00 | Unprovoked | USA | Florida | Ponce Inlet, Volusia County | Surfing | N | NaN |
| 380 | 2017.00 | Invalid | SOUTH AFRICA | Western Cape Province | Hawston | Scuba Diving | NaN | NaN |
| 381 | 2017.00 | NaN | SAMOA | Upolu Island | Nofoali’i | Fishing | N | NaN |
| 382 | 2017.00 | Watercraft | AUSTRALIA | Westerm Australia | Esperance | Fishing | N | White Shark |
| 383 | 2017.00 | Unprovoked | USA | Florida | Ponce Inlet, Volusia County | Surfing | N | Shark |
| 384 | 2017.00 | Unprovoked | AUSTRALIA | Westerm Australia | Sam's Creek area | Swimming | N | NaN |
| 385 | 2017.00 | Unprovoked | AUSTRALIA | New South Wales | Iluka Beach | Surfing | N | White Shark |
| 386 | 2017.00 | Unprovoked | SOLOMON ISLANDS | NaN | Owarigi Island | Spearfishing | N | NaN |
| 387 | 2017.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Dyer Island | Swimming, poaching abalone | Y | NaN |
| 388 | 2017.00 | Unprovoked | JAPAN | Shizuoka Prefecture | Iwata City | Surfing | N | NaN |
| 389 | 2017.00 | Unprovoked | USA | Florida | Marathon, Monroe County | Swimming | N | Nurse Shark |
| 390 | 2017.00 | Unprovoked | USA | Texas | South Padre Island, Cameron County | Swimming | N | NaN |
| 391 | 2017.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | NaN |
| 392 | 2017.00 | Unprovoked | AUSTRALIA | Victoria | Cathedral Rock | Surfing | N | White Shark |
| 393 | 2017.00 | Unprovoked | USA | Florida | Bathtub Beach | Wading | N | NaN |
| 394 | 2017.00 | Invalid | SPAIN | Castellón | Grao de Moncofa | Swimming | NaN | Shark Involveent Questionable |
| 395 | 2017.00 | Watercraft | NEW ZEALAND | North Island | Off Tutukaka | Canoeing | N | NaN |
| 396 | 2017.00 | Unprovoked | USA | Massachusetts | Marconi Beach, Wellfleet, Barnstable County | SUP | N | White Shark |
| 397 | 2017.00 | Unprovoked | BAHAMAS | NaN | NaN | Spearfishing | N | Shark |
| 398 | 2017.00 | Unprovoked | USA | South Carolina | Sea Pines Resort, Hilton Head Island, Beaufort... | Swimming | N | Juvenile Blacktip Shark |
| 399 | 2017.00 | Unprovoked | EGYPT | Red Sea Protectorate | Marsa Ghalib | Snorkeling | N | Oceanic Whitetip Shark |
| 400 | 2017.00 | Provoked | USA | Massachusetts | Menauhant Beach, Falmouth,\nBarnstable County | Fishing | N | Shark |
| 401 | 2017.00 | Watercraft | USA | California | Between Pescadero Point & Bean Hollow Beach, S... | Fishing | N | White Shark |
| 402 | 2017.00 | Unprovoked | USA | Florida | Jacksonvlle, Duval County | Skimboarding | N | NaN |
| 403 | 2017.00 | Invalid | USA | South Carolina | Hilton Head Island, Beaufort County | Swimming | NaN | A Sall Shark |
| 404 | 2017.00 | Unprovoked | USA | South Carolina | DeBordieu Colony, Georgetown County | NaN | N | NaN |
| 405 | 2017.00 | Unprovoked | BAHAMAS | New Providence District | Rose Island | Snorkeling | N | NaN |
| 406 | 2017.00 | Unprovoked | BAHAMAS | 40 miles off Grand Bahama Island | NaN | Spearfishing | N | NaN |
| 407 | 2017.00 | Unprovoked | ST HELENA, British overseas territory | Ascension Island | English Bay | Surfing | N | NaN |
| 408 | 2017.00 | Unprovoked | USA | New Jersey | Ventnor | NaN | N | Sandtiger Shark |
| 409 | 2017.00 | Unprovoked | SPAIN | Majorca | Estanys Beach, Colonia de Sant | Swimming | N | Blue Shark |
| 410 | 2017.00 | Unprovoked | USA | Florida | Snipes Point, Monroe County | NaN | N | A Sall Shark |
| 411 | 2017.00 | Invalid | USA | South Carolina | Hilton Head Island, Beaufort County | Swimming | NaN | Shark Involveent Not Confired |
| 412 | 2017.00 | Watercraft | USA | California | Stearns Wharf, Santa Barbara | Kayaking | N | White Shark |
| 413 | 2017.00 | Unprovoked | USA | California | Seal Rock, Goleta Beach, Santa Barbara | SUP | N | White Shark |
| 414 | 2017.00 | Unprovoked | USA | Washington | South Beach, Westport, Grays Harbor County | Surfing | N | White Shark |
| 415 | 2017.00 | Unprovoked | AUSTRALIA | Western Australia | Floreat Beach | Surfing | N | NaN |
| 416 | 2017.00 | Watercraft | USA | California | Santa Cruz, Santa Cruz County | Kayaking | N | White Shark |
| 417 | 2017.00 | Unprovoked | USA | Florida | Haulover Beach, Miami-Dade County | Swimming | N | Bull Shark |
| 418 | 2017.00 | Provoked | MEXICO | Tabasco | Sánchez Magallanes, Cárdenas | Fishing | N | Tiger Shark |
| 419 | 2017.00 | Unprovoked | SOUTH AFRICA | Eastern Cape Province | Nahoon Reef, East London | Surfing | N | White Shark |
| 420 | 2017.00 | Invalid | COMOROS | Anjouan | Moya | Fishing | NaN | Shark Involveent Prior Death Not Confired |
| 421 | 2017.00 | Invalid | USA | South Carolina | Wrightsville Beach | Fishing | NaN | No Shark Invovleent |
| 422 | 2017.00 | Unprovoked | USA | South Carolina | South Forest Beach, Hilton Head Island, Beaufo... | Swimming | N | NaN |
| 423 | 2017.00 | Unprovoked | USA | Florida | Singer Island, Palm Beach County | Surfing | N | NaN |
| 424 | 2017.00 | Unprovoked | USA | South Carolina | Burkes Beach, Hilton Head, Beaufort County | Swimming | N | Bull Shark |
| 425 | 2017.00 | Unprovoked | REUNION | NaN | Roches Noire | Body boarding | N | Bull Shark |
| 426 | 2017.00 | Unprovoked | SPAIN | Ibiza Island | Playa d’en Bossa | Swimming | N | NaN |
| 427 | 2017.00 | Unprovoked | FRENCH POLYNESIA | Marquesas | Atuona Bay, Hiva Oa Island | Surfing | N | NaN |
| 428 | 2017.00 | Unprovoked | BAHAMAS | NaN | NaN | Feeding sharks | N | NaN |
| 429 | 2017.00 | Unprovoked | AUSTRALIA | Western Australia | Point Casuarina, Bunbury | Body boarding | N | White Shark |
| 430 | 2017.00 | Unprovoked | AUSTRALIA | Victoria | Flinders, Mornington Penisula | Surfing | N | Sevengill Shark |
| 431 | 2017.00 | Unprovoked | USA | Florida | Ponce Inlet, Volusia County | Surfing | N | NaN |
| 432 | 2017.00 | Unprovoked | UNITED KINGDOM | South Devon | Bantham Beach | Surfing | N | Shark Probably A Sooth Hound |
| 433 | 2017.00 | Unprovoked | USA | Florida | Middle Sambo Reef off Boca Chica, Monroe County | Spearfishing | N | Shark |
| 434 | 2017.00 | Unprovoked | BAHAMAS | New Providence | Athol Island | Snorkeling | N | Tiger Shark |
| 435 | 2017.00 | Provoked | USA | South Carolina | Awendaw, Charleston County | Touching a shark | N | Shark |
| 436 | 2017.00 | Unprovoked | USA | Florida | Off Jupiter | Feeding sharks | N | Tiger Shark |
| 437 | 2017.00 | Invalid | AUSTRALIA | New South Wales | Evans Head | Fishing | N | NaN |
| 438 | 2017.00 | Unprovoked | UNITED ARAB EMIRATES | Sharjah, | Khor Fakkan | Spearfishing | N | NaN |
| 439 | 2017.00 | Provoked | AUSTRALIA | Queensland | Weipa | Attempting to lasso a shark | N | Shark |
| 440 | 2017.00 | Unprovoked | MEXICO | Baja California Sur | Los Arbolitos, Cabo Pulmo | Snorkeling | Y | NaN |
| 441 | 2017.00 | Invalid | USA | California | Sunset Beach, Orange County | Surfing | NaN | Shark Involveent Highly Doubtful |
| 442 | 2017.00 | Unprovoked | USA | California | San Onofre, San Diego County | Swimming | N | NaN |
| 443 | 2017.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Keurbooms, Plettenberg Bay | Surfing | N | NaN |
| 444 | 2017.00 | Unprovoked | USA | South Carolina | Folly Beach, Charleston County | Surfing | N | NaN |
| 445 | 2017.00 | Unprovoked | REUNION | Saint-Leu | Pointe au Sal | Body boarding | Y | NaN |
| 446 | 2017.00 | Unprovoked | NEW ZEALAND | South Island | Porpoise Bay, Catlins | Body boarding | N | NaN |
| 447 | 2017.00 | Invalid | USA | Florida | NaN | Photo shoot | NaN | No Shark Invovleent It Ws A Publicity Stunt |
| 448 | 2017.00 | Unprovoked | ST HELENA, British overseas territory | Ascension Island | English Bay | Snorkeling | N | NaN |
| 449 | 2017.00 | Invalid | USA | South Carolina | Georgetown County | Swimming | NaN | Shark Involveent Not Confired |
| 450 | 2017.00 | Unprovoked | USA | Florida | Daytona Beach, Volusia County | NaN | N | NaN |
| 451 | 2017.00 | Unprovoked | AUSTRALIA | Western Australia | Kelpies near Wylie Bay | Surfing | Y | White Shark |
| 452 | 2017.00 | Unprovoked | USA | Hawaii | Kekaha Beach, Kauai | Surfing | N | Tiger Shark |
| 453 | 2017.00 | Unprovoked | USA | Florida | Hanna Park, Jacksonville, Duval County | Surfing | N | NaN |
| 454 | 2017.00 | Unprovoked | USA | Florida | St. Augustine | Surfing | N | NaN |
| 455 | 2017.00 | Invalid | SOUTH AFRICA | KwaZulu-Natal | Protea Banks | Scuba Diving | NaN | Shark Involveent Prior Death Not Confired |
| 456 | 2017.00 | Unprovoked | USA | Florida | Ormond Beach, Volusia County | Surfing | N | NaN |
| 457 | 2017.00 | Unprovoked | USA | Florida | Melbourne Beach, Brevard County | Paddle boarding | N | NaN |
| 458 | 2017.00 | Unprovoked | USA | Florida | Melbourne Beach, Brevard County | Swimming | N | NaN |
| 459 | 2017.00 | Unprovoked | USA | Florida | Daytona, Volusia County | Swimming | N | NaN |
| 460 | 2017.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Swimming | N | NaN |
| 461 | 2017.00 | Unprovoked | AUSTRALIA | Queensland | Moreton Bay | Kakaying | N | NaN |
| 462 | 2017.00 | Unprovoked | USA | Florida | Destin, Okaloosa County | Swimming | N | Bull Shark |
| 463 | 2017.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | NaN |
| 464 | 2017.00 | Unprovoked | AUSTRALIA | New South Wales | The Farm | Body boarding | N | NaN |
| 465 | 2017.00 | Watercraft | USA | California | Monterey Bay | Kayaking | N | White Shark |
| 466 | 2017.00 | Unprovoked | PHILIPPINES | Luzon Island | Villamar, Caoayan | Spearfishing | N | Shark |
| 467 | 2017.00 | Unprovoked | BAHAMAS | The Exuma Cays | Great Exuma | Washing hands | N | Leon Shark |
| 468 | 2017.00 | Provoked | MEXICO | Tamaulipas | Playa Baghdad, Matamoros | Fishing | N | NaN |
| 469 | 2017.00 | Unprovoked | BAHAMAS | The Exuma Cays | Compass Cay | Floating | N | Nurse Shark |
| 470 | 2017.00 | Unprovoked | AUSTRALIA | Western Australia | Mauds Point | Snorkeling | N | Bull Shark |
| 471 | 2017.00 | Unprovoked | AUSTRALIA | Western Australia | Falcon Bay Beach, Mandurah | Surfing | N | NaN |
| 472 | 2017.00 | Unprovoked | REUNION | Saint-Andre | NaN | Body boarding | Y | NaN |
| 473 | 2017.00 | Unprovoked | AUSTRALIA | Queensland | Eva Rock | Spearfishing | N | NaN |
| 474 | 2017.00 | Unprovoked | USA | Florida | Melbourne Beach, Brevard County | Swimming | N | NaN |
| 475 | 2017.00 | Provoked | BRAZIL | Pernambuco | Fernando de Noronha Marine Park | Grabbing shark for a selfie | N | Leon Shark Pup |
| 476 | 2017.00 | Watercraft | SOUTH AFRICA | KwaZulu-Natal | Eastmoor Crescent Beach | Fishing | N | Tiger Shark |
| 477 | 2017.00 | Watercraft | USA | South Carolina | 16 miles off Hilton Head | Fishing | N | White Shark Feale |
| 478 | 2017.00 | Unprovoked | BAHAMAS | Bimini | NaN | Scuba Diving | N | Caribbean Reef Shark |
| 479 | 2017.00 | Unprovoked | BRAZIL | Pernambuco | Boa Viagem, Recife | Swimming | N | NaN |
| 480 | 2017.00 | Unprovoked | USA | Florida | Vero Beach, Indian River County | NaN | N | NaN |
| 481 | 2017.00 | Unprovoked | AUSTRALIA | Queensland | Boot Reef, Torres Strait | Scuba Diving | N | Bull Shark |
| 482 | 2017.00 | Unprovoked | AUSTRALIA | Queensland | Clairview | Swimming | N | NaN |
| 483 | 2017.00 | Unprovoked | USA | Florida | Jensen Beach | NaN | N | NaN |
| 484 | 2017.00 | Unprovoked | INDONESIA | Bali | Balian Beach | Surfing | N | Bull Shark |
| 486 | 2017.00 | Unprovoked | USA | Florida | Blockhouse Beach, Brevard County | Wading | N | NaN |
| 487 | 2017.00 | Invalid | AUSTRALIA | New South Wales | Merimbula | Wading | NaN | Shark Involveent Not Confired |
| 488 | 2016.00 | Unprovoked | USA | Florida | Avalon State Park Beach, North Hutchinson Isla... | Surfing | N | NaN |
| 489 | 2016.00 | Unprovoked | AUSTRALIA | Western Australia | Bundegi Sanctuary Zone, Ningaloo | Snorkeling | N | A Sall Shark |
| 490 | 2016.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Keurbooms Lagoon, Plettenberg Bay | Surf skiing | N | White Shark |
| 491 | 2016.00 | Unprovoked | AUSTRALIA | Western Australia | Trigg Beach | Free diving | N | NaN |
| 492 | 2016.00 | Unprovoked | FRENCH POLYNESIA | Tuamotos | Takapoto Atoll | Fishing | N | NaN |
| 493 | 2016.00 | Invalid | USA | Florida | New Smyrna Beach, Volusia County | Surfing | NaN | Shark Involveent Not Confired |
| 494 | 2016.00 | Provoked | AUSTRALIA | New South Wales | Merimbula | Surf fishing | N | Wobbegong Shark |
| 495 | 2016.00 | Unprovoked | AUSTRALIA | New South Wales | Booti Booti National Park | Surfing | N | White Shark |
| 496 | 2016.00 | Provoked | AUSTRALIA | Victoria | Queenscliff | Fishing | N | Broadnose Sevengill Shark |
| 497 | 2016.00 | Unprovoked | USA | Hawaii | Kamaole Beach Park I, Maui | Floating | N | Tiger Shark |
| 498 | 2016.00 | Unprovoked | USA | Florida | Mayport Naval Station Beach, Duval County | Surfing | N | NaN |
| 499 | 2016.00 | Unprovoked | USA | Florida | Mayport Naval Station Duval County | Surfing | N | NaN |
| 500 | 2016.00 | Unprovoked | AUSTRALIA | New South Wales | Broken Head Beach | Surfing | N | NaN |
| 501 | 2016.00 | Unprovoked | USA | Hawaii | Hooipa Beach Park, Maui | Surfing | N | Shark |
| 502 | 2016.00 | Unprovoked | AUSTRALIA | Queensland | Kings Beach, Caloundra | Surfing | N | NaN |
| 503 | 2016.00 | Unprovoked | USA | Hawaii | Charlie Young Beach, Kihei, Maui | Snorkeling | N | NaN |
| 504 | 2016.00 | Invalid | MEXICO | NaN | Guadalupe Island | Cage Diving | NaN | White Shark |
| 505 | 2016.00 | Unprovoked | AUSTRALIA | New South Wales | Sharpes Beach, Ballina | Surfing | N | NaN |
| 506 | 2016.00 | Unprovoked | USA | Oregon | Indian Beach, Ecola State Park, Clatsop County | Surfing | N | NaN |
| 507 | 2016.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | NaN |
| 508 | 2016.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfng | N | NaN |
| 509 | 2016.00 | Unprovoked | AUSTRALIA | New South Wales | Lighthouse Beach, Ballina | Surfing | N | White Shark |
| 510 | 2016.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | NaN |
| 511 | 2016.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | NaN |
| 512 | 2016.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | NaN |
| 513 | 2016.00 | Unprovoked | USA | California | Bunkers, Humboldt Bay, Eureka, Humboldt County | Surfing | N | NaN |
| 514 | 2016.00 | Unprovoked | AUSTRALIA | Victoria | Thirteenth Beach | Surfing | N | NaN |
| 515 | 2016.00 | Unprovoked | AUSTRALIA | Victoria | Bells Beach | Surfing | N | Shark |
| 516 | 2016.00 | Watercraft | AUSTRALIA | Western Australia | Bunbury | Fishing | N | NaN |
| 517 | 2016.00 | Unprovoked | USA | Florida | Ponte Vedra, St. Johns County | Wading | N | Shark |
| 518 | 2016.00 | Unprovoked | USA | Hawaii | Makaha, Oahu | Swimming | N | Tiger Shark |
| 519 | 2016.00 | Unprovoked | NEW CALEDONIA | North Province | Koumac | Kite surfing | Y | NaN |
| 520 | 2016.00 | Unprovoked | USA | South Carolina | Kingston Plantation, Myrtle Beach, Horry County | Boogie boarding | N | NaN |
| 521 | 2016.00 | Unprovoked | AUSTRALIA | Western Australia | Injidup | Surfing | N | NaN |
| 522 | 2016.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Body boarding | N | NaN |
| 523 | 2016.00 | Unprovoked | USA | California | Refugio State Beach, Santa Barbara County | Spearfishing | N | White Shark |
| 524 | 2016.00 | Invalid | MEXICO | NaN | Guadalupe Island | Cage Diving | NaN | Invalid |
| 525 | 2016.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | Bull Shark |
| 526 | 2016.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | NaN |
| 527 | 2016.00 | Unprovoked | REUNION | NaN | Boucan Canot | Surfing | N | Bull Shark |
| 528 | 2016.00 | Unprovoked | USA | Florida | Ponte Vedra, St. Johns County | Wading | N | NaN |
| 529 | 2016.00 | Unprovoked | BAHAMAS | New Providence Island | Nassau | Snorkeling | N | NaN |
| 530 | 2016.00 | Unprovoked | USA | Hawaii | Maui | SUP Foil boarding | N | Tiger Shark |
| 531 | 2016.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | Blacktip Shark |
| 532 | 2016.00 | Unprovoked | SPAIN | Alicante Province | Arenales del Sol | Swimming | N | Blue Shark |
| 533 | 2016.00 | Unprovoked | CHINA | Hong Kong | NaN | Swimming | N | NaN |
| 534 | 2016.00 | Watercraft | AUSTRALIA | Western Australia | Near Albany | NaN | N | White Shark |
| 535 | 2016.00 | Provoked | USA | Florida | Florida Keys, Monroe County | Lobstering | N | Nurse Shark |
| 536 | 2016.00 | Unprovoked | AUSTRALIA | New South Wales | Sharpes Beach, Ballina | Surfing | N | NaN |
| 537 | 2016.00 | Unprovoked | JAPAN | Kochi Prefecture | Irino Beach | Surfing | N | NaN |
| 538 | 2016.00 | Unprovoked | AUSTRALIA | Tasmania | Clifton Beach | Surfing | N | NaN |
| 539 | 2016.00 | Unprovoked | BAHAMAS | Abaco Islands | Green Turtle Cay | Spearfishing | N | Bull Shark |
| 540 | 2016.00 | Provoked | AUSTRALIA | Queensland | 20 k off The Spit, off the Gold Coast | Fishing | N | Reef Shark |
| 541 | 2016.00 | Watercraft | USA | Alabama | 8 miles off Mobile | Fishing | N | Tiger Shark |
| 542 | 2016.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | NaN |
| 543 | 2016.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | NaN | N | NaN |
| 544 | 2016.00 | Unprovoked | USA | California | Surfside, Orange County | Kite surfing | N | White Shark |
| 545 | 2016.00 | Unprovoked | USA | South Carolina | North Myrtle Beach, Horry County | Swimming | N | NaN |
| 546 | 2016.00 | Unprovoked | BAHAMAS | NaN | Tiger Beach | Scuba Diving | N | Leon Shark |
| 547 | 2016.00 | Unprovoked | SPAIN | Canary Islands | Las Teresitas, Tenerife | Wading | N | Angel Shark |
| 548 | 2016.00 | Watercraft | USA | California | Capitola, Santa Cruz County | Fishing | N | White Shark |
| 549 | 2016.00 | Provoked | USA | Massachusetts | Off Gloucester, Essec County | Fishing | N | Dogfish Shark |
| 550 | 2016.00 | Watercraft | USA | California | Off Palos Verdes peninsula, Los Angeles County | Fishing | N | White Shark |
| 551 | 2016.00 | Unprovoked | USA | Florida | Melbourne Beach, Brevard County | Swimming | N | NaN |
| 552 | 2016.00 | Provoked | AUSTRALIA | Queensland | Palm Cove | Fishing | N | Tawny Nurse Shark |
| 553 | 2016.00 | Unprovoked | USA | South Carolina | Sullivan's Island | NaN | N | Shark |
| 554 | 2016.00 | Unprovoked | USA | North Carolina | Atlantic Beach, Emerald Isle, Carteret County | Surfing | N | NaN |
| 555 | 2016.00 | Unprovoked | COLUMBIA | Isla Providencia | NaN | Scuba Diving | N | Caribbean Reef Shark |
| 556 | 2016.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Ryspunt | Spearfishing | N | White Shark |
| 557 | 2016.00 | Unprovoked | USA | South Carolina | North Myrtle Beach, Horry County | Floating | N | Shark |
| 558 | 2016.00 | Unprovoked | USA | Florida | Pelican Beach Park, Satellite Beach, Brevard C... | Wading | N | NaN |
| 559 | 2016.00 | Unprovoked | USA | Hawaii | Kalapaki Beach, Kauai | Surfing | N | Shark |
| 560 | 2016.00 | Provoked | AUSTRALIA | Western Australia | Coral Bay | Spearfishing | N | Shark |
| 561 | 2016.00 | Unprovoked | USA | Texas | Pirates Beach, Galveston | Floating in tube | N | Shark |
| 562 | 2016.00 | Unprovoked | USA | North Carolina | Atlantic Beach, Emerald Isle, Carteret County | Standing | N | Shark |
| 563 | 2016.00 | Invalid | USA | South Carolina | Folly Beach, Charleston County | Surfing | NaN | Said Involve An Shark But Ore Likely Daage C... |
| 564 | 2016.00 | Unprovoked | USA | Florida | Flagler Beach, Flagler County | Swimming | N | NaN |
| 565 | 2016.00 | Unprovoked | AUSTRALIA | Western Australia | Mindarie | Diving | Y | Shark |
| 566 | 2016.00 | Unprovoked | EGYPT | Suez | Ain Sokhna | Swimming | N | Mako Shark |
| 567 | 2016.00 | Unprovoked | AUSTRALIA | New South Wales | Kingscliff | Spearfishing | NaN | Bronze Whaler Sharks |
| 568 | 2016.00 | Unprovoked | NEW CALEDONIA | NaN | Côte-Blanche, Nouméa | Kite surfing | N | Shark |
| 569 | 2016.00 | Unprovoked | AUSTRALIA | Western Australia | Falcon Beach, Mandurah | Surfing | Y | White Shark |
| 570 | 2016.00 | Unprovoked | USA | California | Corona Del Mar, Newport, Orange County | Swimming | N | NaN |
| 571 | 2016.00 | Unprovoked | USA | Florida | Neptune, Duval County | Swimming | N | Shark |
| 572 | 2016.00 | Unprovoked | USA | Florida | Vero Beach, Indian River County | Swimming | N | NaN |
| 573 | 2016.00 | Unprovoked | USA | Florida | St. Petersburg, Pinellas County | Swimming | N | Bull Shark |
| 574 | 2016.00 | Unprovoked | USA | Florida | Hugenot Beach , Jacksonville, Duval County | Swimming | N | NaN |
| 575 | 2016.00 | Unprovoked | USA | Florida | Ponte Vedra, St. Johns County | Swimming | N | Blacktip Shark |
| 576 | 2016.00 | Provoked | USA | Florida | Boca Raton, Palm Beach County | Teasing a shark | N | Nurse Shark |
| 577 | 2016.00 | Unprovoked | USA | Hawaii | Wailea Beach, Maui | Floating | N | NaN |
| 578 | 2016.00 | Provoked | NEW ZEALAND | North Island | Cormandel | Fishing | N | Mako Shark |
| 579 | 2016.00 | Unprovoked | USA | Louisiana | NaN | Wading | N | Blacktip Shark Juvenile |
| 580 | 2016.00 | Unprovoked | INDONESIA | Bali | Balian | Surfing | N | Bull Shark |
| 581 | 2016.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | NaN |
| 582 | 2016.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Robberg Beach, Plettenberg Bay | Surf-skiing | N | White Shark |
| 583 | 2016.00 | Unprovoked | AUSTRALIA | New South Wales | First Sun Beach, Byron Bay | Swimming | N | Wobbegong Shark |
| 584 | 2016.00 | Provoked | FRENCH POLYNESIA | Tuamotos | Makemo Atoll | Spearfishing | M | Grey Reef Shark |
| 585 | 2016.00 | Provoked | FRENCH POLYNESIA | Tuamotos | Makemo Atoll | Spearfishing | N | Grey Reef Shark |
| 586 | 2016.00 | Unprovoked | USA | Florida | Off Singer Island, Palm Beach County | Spearfishing | N | Bull Shark |
| 587 | 2016.00 | Unprovoked | NEW CALEDONIA | Grand Terre | Poe Beach | Walking | Y | Tiger Shark |
| 588 | 2016.00 | Invalid | CAPE VERDE | Boa Vista Island | NaN | NaN | NaN | Shark Involveent Not Confired |
| 589 | 2016.00 | Unprovoked | USA | Florida | Florida Keys, Monroe County | Fishing | N | Shark |
| 590 | 2016.00 | Invalid | USA | Florida | Corners Beach, Jupiter, Palm Beach County | SUP | NaN | NaN |
| 591 | 2016.00 | Unprovoked | USA | Hawaii | Olowalu, Maui | Snorkeling | N | NaN |
| 592 | 2016.00 | Unprovoked | AUSTRALIA | New South Wales | Bombo Beach | Surfing | N | NaN |
| 593 | 2016.00 | Unprovoked | USA | Florida | Fort Myers Beach, Lee County | NaN | NaN | Shark Involveent Not Confired |
| 594 | 2016.00 | Unprovoked | AUSTRALIA | New South Wales | North Cronulla Beach | Surfing | N | NaN |
| 595 | 2016.00 | Provoked | BAHAMAS | NaN | NaN | NaN | N | Nurse Shark Ft |
| 596 | 2016.00 | Invalid | USA | California | Bolsa Chica State Park, Orange County | Surfing | NaN | Shark Involveent Not Confired |
| 597 | 2016.00 | Unprovoked | USA | Florida | Vero Beach, St. Lucie County | Body surfing | N | NaN |
| 598 | 2016.00 | Unprovoked | Fiji | Vanua Levu | Dawara | Diving for beche-de-mer | Y | NaN |
| 599 | 2016.00 | Unprovoked | USA | Florida | Ocean Reef Park, Singer Island, Palm Beach County | NaN | N | NaN |
| 600 | 2016.00 | Unprovoked | AUSTRALIA | South Australia | Wrights Bay | Fishing | N | Bronze Whaler |
| 601 | 2016.00 | Unprovoked | BRAZIL | Santa Catarina State | Escalerio Beach Balneário Camboriú | Swimming | N | Sandtiger Shark |
| 602 | 2016.00 | Unprovoked | NEW CALEDONIA | South Province | Ricaudy Reef, Noumea | Kite surfing | N | NaN |
| 603 | 2016.00 | Unprovoked | NEW CALEDONIA | South Province | Yate | Spearfishing | N | NaN |
| 604 | 2016.00 | Unprovoked | DOMINICAN REPUBLIC | Altagracia Province | Bavaro Beach, Punta Cana | Wading | N | NaN |
| 605 | 2016.00 | Invalid | CAYMAN ISLANDS | Grand Cayman | Stingray City Bar | Feeding stingrays? | NaN | No Shark Involveent |
| 606 | 2016.00 | Invalid | AUSTRALIA | Tasmania | Nettley Bay | Surfing | NaN | No Shark Involveent |
| 607 | 2016.00 | Unprovoked | AUSTRALIA | Queensland | Stradbroke Island | Walking | N | NaN |
| 608 | 2016.00 | Unprovoked | AUSTRALIA | New South Wales | Hams Beach | Windsurfing | N | NaN |
| 609 | 2016.00 | Unprovoked | BRAZIL | Balneário Camboriú | Estaleirinho beach | Swimming | N | Sandtiger Shark |
| 610 | 2016.00 | Watercraft | SOUTH AFRICA | KwaZulu-Natal | NaN | Fishing | N | NaN |
| 611 | 2016.00 | Unprovoked | USA | Hawaii | Hanalei Bay, Kauai | Surfing | N | Reef Shark |
| 612 | 2016.00 | Unprovoked | USA | Hawaii | Hanalei Bay, Kauai, | Surfing | N | NaN |
| 613 | 2016.00 | Unprovoked | USA | Texas | Off Surfside | Spearfishing | N | Bull Sharks |
| 614 | 2016.00 | Watercraft | UNITED ARAB EMIRATES | Fujairah Emirate | 35 miles off Fujairah | Fishing | N | Mako Shark |
| 615 | 2016.00 | Unprovoked | USA | Hawaii | Wailea Beach, Maui | Paddle boarding | N | Tiger Shark |
| 616 | 2016.00 | Unprovoked | AUSTRALIA | Queensland | Happy Valley Beach, Caloundra | Surfing | N | Wobbegong Shark |
| 617 | 2016.00 | Unprovoked | AUSTRALIA | Queensland | Heron Island | Wading | N | Blacktip Shark |
| 618 | 2016.00 | Unprovoked | AUSTRALIA | Queensland | Miall Island | Spearfishing | N | Shark |
| 619 | 2015.00 | Watercraft | SOUTH AFRICA | KwaZulu-Natal | Westbrook Beach | Fishing | N | White Shark |
| 620 | 2015.00 | Unprovoked | SPAIN | Grand Canary Island | Arinaga Beach, Aguimes, Gran Canaria | Swimming | N | Silky Shark |
| 621 | 2015.00 | Unprovoked | USA | Hawaii | La'aloa Beach Park | Paddle boarding | N | Shark |
| 622 | 2015.00 | Unprovoked | AUSTRALIA | New South Wales | Bondi Beach | Surfing | N | Bronze Whaler Shark |
| 623 | 2015.00 | Unprovoked | BRAZIL | Pernambuco | Fernano de Noronha | Scuba diving | N | Tiger Shark |
| 624 | 2015.00 | Unprovoked | ARUBA | NaN | Boat capsized | Sea disaster | Y | NaN |
| 625 | 2015.00 | Watercraft | AUSTRALIA | New South Wales | Lake Macquarie | Fishing | N | White Shark |
| 626 | 2015.00 | Unprovoked | BAHAMAS | NaN | Off Andros Island | Lobster fishing | N | Bull Shark |
| 627 | 2015.00 | Unprovoked | SOUTH AFRICA | Eastern Cape Province | Mpande | Swimming / Wading | N | NaN |
| 628 | 2015.00 | Unprovoked | ECUADOR | Galapagos Islands | Punta Vicente Roca, Isabella Island | Snorkeling | N | Galapagos Shark |
| 629 | 2015.00 | Unprovoked | USA | Florida | Playalinda Beach, Brevard County | Surfing | N | NaN |
| 630 | 2015.00 | Unprovoked | USA | Florida | Palm Beach, Palm Beach County | Swimming | N | NaN |
| 631 | 2015.00 | Unprovoked | USA | Florida | Ocean Reef Park, Singer Island, Palm Beach County | Surfing | N | Spinner Shark |
| 632 | 2015.00 | Unprovoked | AUSTRALIA | New South Wales | East Ballina | Surfing | N | Bull Shark |
| 633 | 2015.00 | Invalid | USA | Florida | Paradise Beach, Melbourne, Brevard County | Surfing | NaN | Shark Involveent Not Confired |
| 634 | 2015.00 | Unprovoked | USA | Hawaii | Kehena Beach, Hawaii | Swimming | N | NaN |
| 635 | 2015.00 | Unprovoked | USA | Florida | Cocoa Beach, Brevard County | Wading | N | Shark |
| 636 | 2015.00 | Unprovoked | MOZAMBIQUE | Inhambane Province | Maxixe | Fishing | N | NaN |
| 637 | 2015.00 | Unprovoked | AUSTRALIA | Western Australia | Bald Island | Spearfishing | N | NaN |
| 638 | 2015.00 | Unprovoked | USA | Hawaii | Malaka, Oahu | Body boarding | N | NaN |
| 639 | 2015.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Stil Bay | Surfing | N | White Shark |
| 640 | 2015.00 | Unprovoked | USA | Florida | Playalinda Beach, Brevard County | Surfing | N | Shark |
| 641 | 2015.00 | Unprovoked | USA | Florida | Deerfield Beach, Broward County | Surfing | N | Spinner Shark |
| 642 | 2015.00 | Unprovoked | MOZAMBIQUE | Inhambane Province | Nahaduga, Inhambane Bay | Fishing for shrimp | Y | NaN |
| 643 | 2015.00 | Invalid | USA | Hawaii | Waikiki, | Surfing | NaN | No Shark Involveent |
| 644 | 2015.00 | Unprovoked | USA | Hawaii | Lanikai Beach, Kailua, Oahu | Swimming | N | Tiger Shark |
| 645 | 2015.00 | Watercraft | USA | California | Off Leffingwell Landing, San Luis Obispo County | Fishing | N | Haerhead Sp |
| 646 | 2015.00 | Unprovoked | USA | South Carolina | Shipyard Beach Club, Hilton Head Island, Beauf... | Boogie boarding | N | NaN |
| 647 | 2015.00 | Unprovoked | USA | Hawaii | Leftovers, Oahu | Surfing | N | Tiger Shark |
| 648 | 2015.00 | Unprovoked | MOZAMBIQUE | Inhambane Province | Maxixe, Inhambane Bay | Fishing | N | NaN |
| 649 | 2015.00 | Unprovoked | AUSTRALIA | Western Australia | Pyramids Beach | Surfing | N | NaN |
| 650 | 2015.00 | Unprovoked | USA | Florida | Pepper Park Beach, St. Lucie County | Body boarding | N | NaN |
| 651 | 2015.00 | Unprovoked | USA | Texas | Galveston | Wading | N | Shark |
| 652 | 2015.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | Blacktip Shark |
| 653 | 2015.00 | Unprovoked | USA | Florida | Vilano Beach, St. Johns County | Surfing | N | Blacktip Shark |
| 654 | 2015.00 | Unprovoked | AUSTRALIA | Queensland | Russel Island, Frankland Group | Snorkeling | N | NaN |
| 655 | 2015.00 | Watercraft | USA | California | Horseshoe Rock, Santa Barbara County | Kayak fishing | N | White Shark |
| 656 | 2015.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | Juvenile Shark |
| 657 | 2015.00 | Unprovoked | USA | Hawaii | Upolu Point, North Kohala, Big Island | Spearfishing | N | Tiger Shark |
| 658 | 2015.00 | Unprovoked | USA | Florida | Fernandina Beach, Amelia Island, Nassau County | Wading | N | Shark |
| 659 | 2015.00 | Unprovoked | USA | Florida | Vilano Beach, St. Johns County | Photographing fish | N | NaN |
| 660 | 2015.00 | Watercraft | USA | California | Gaviota State Beach, Santa Barbara County | Kayak Fishing | N | Haerhead Shark |
| 661 | 2015.00 | Unprovoked | USA | Florida | Big Talbot Island, Duval County | Swimming | N | NaN |
| 662 | 2015.00 | Unprovoked | USA | Florida | Jacksonville Beach, Duval County | Surfing | N | NaN |
| 663 | 2015.00 | Unprovoked | AUSTRALIA | New South Wales | North Shelly Beach | Surfing | N | Shark |
| 664 | 2015.00 | Unprovoked | USA | California | El Pescador Beach, Los Angeles County | Stand-Up Paddleboarding | N | White Shark |
| 665 | 2015.00 | Provoked | USA | California | Deer Creek Beach, Ventura County | Kayak Fishing | N | Haerhead Shark |
| 666 | 2015.00 | Unprovoked | AUSTRALIA | New South Wales | Hallidays Point | Surf-skiing | N | White Shark |
| 667 | 2015.00 | Unprovoked | USA | South Carolina | Myrtle Beach, Horry County | NaN | N | Shark |
| 668 | 2015.00 | Unprovoked | THAILAND | Phuket | Karon Beach | Wading | N | Sall Shark |
| 669 | 2015.00 | Unprovoked | FIJI | NaN | NaN | Spearfishing | N | Tiger Shark |
| 670 | 2015.00 | Unprovoked | USA | California | Morro Strand State Beach, San Luis Obispo County | Surfing | N | White Shark |
| 671 | 2015.00 | Unprovoked | USA | California | Morro Bay, San Luis Obispo County | Surfing | N | White Shark |
| 672 | 2015.00 | Invalid | USA | Florida | Cocoa Beach, Brevard County | NaN | NaN | Shark Involveent Not Confired |
| 673 | 2015.00 | Unprovoked | AUSTRALIA | New South Wales | Lighthouse Beach | Surfing | N | NaN |
| 674 | 2015.00 | Unprovoked | USA | South Carolina | Murrells Inlet, Georgetown County | Surfing | N | Shark |
| 675 | 2015.00 | Unprovoked | USA | Florida | Jacksonville Beach, Duval County | Walking | N | Shark |
| 676 | 2015.00 | Watercraft | USA | California | Santa Barbara County | Kayak Fishing | N | White Shark |
| 677 | 2015.00 | Invalid | SPAIN | Alicante | Poniente Beach, Benidorm | Swimming | NaN | Shark Involveent Not Confired |
| 678 | 2015.00 | Provoked | USA | California | Cortes Bank | Spearfishing | N | Haerhead Shark |
| 679 | 2015.00 | Unprovoked | AUSTRALIA | New South Wales | Evans Head | Surfing | N | White Shark |
| 680 | 2015.00 | Unprovoked | COSTA RICA | Guanacaste | Playa Grande | Surfing | N | NaN |
| 681 | 2015.00 | NaN | AUSTRALIA | Victoria | Tyrendarra Beach | Surfing | NaN | NaN |
| 682 | 2015.00 | Unprovoked | USA | Florida | Daytona Beach, Volusia County | Surfing | N | Blacktip Or Spinner Shark |
| 683 | 2015.00 | Invalid | USA | South Carolina | Edisto Beach, Colleton County | Floating | NaN | Thought Involve A Shark But Shark Involvee... |
| 684 | 2015.00 | Unprovoked | AUSTRALIA | Tasmania | Lachan Island, Mercury Passage | Scallop diving on hookah | Y | White Shark |
| 685 | 2015.00 | Provoked | USA | California | La Jolla, San Diego County | Kayak Fishing | N | Mako Shark |
| 686 | 2015.00 | Unprovoked | AUSTRALIA | Victoria | Tyrendarra Beach near Portland | Surfing | N | Bronze Whaler Shark |
| 687 | 2015.00 | Unprovoked | REUNION | NaN | St. Leu | Surfing | N | Bull Shark |
| 688 | 2015.00 | Unprovoked | SOUTH AFRICA | Eastern Cape Province | Jeffrey's Bay | Surfing | N | White Shark |
| 689 | 2015.00 | Unprovoked | USA | California | Huntington Beach, Orange County | Surfing | N | White Shark |
| 690 | 2015.00 | Invalid | USA | California | Huntington Beach, Orange County | Treading water | NaN | Shark Involveent Not Cofired |
| 691 | 2015.00 | Invalid | FRENCH POLYNESIA | Bora Bora | NaN | Swimming | NaN | No Shark Involveent |
| 692 | 2015.00 | Unprovoked | BAHAMAS | Grand Bahama Island | Port Lucaya, Freeport | Spearfishing | N | Shark |
| 693 | 2015.00 | Unprovoked | USA | North Carolina | Off Surf City, Pender County | NaN | N | NaN |
| 694 | 2015.00 | Unprovoked | AUSTRALIA | New South Wales | Lennox Head | Surfing | N | White Shark |
| 695 | 2015.00 | Unprovoked | AUSTRALIA | New South Wales | East Ballina | Body boarding | N | White Shark |
| 696 | 2015.00 | Unprovoked | USA | North Carolina | Ocracoke, Lifeguard Beach, National Park Servi... | Swimming | N | Shark |
| 697 | 2015.00 | Unprovoked | AUSTRALIA | New South Wales | Flat Rock, Yamba | Surfing | N | NaN |
| 698 | 2015.00 | Unprovoked | USA | South Carolina | Isle of Palms County Park, Isle of Palms, Char... | Playing in the water | N | Shark |
| 699 | 2015.00 | Unprovoked | USA | North Carolina | Rodanthe, Dare County | Swimming | N | Bull Shark |
| 700 | 2015.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Buffels Bay near Knysna | Body Boarding | N | White Shark |
| 701 | 2015.00 | Invalid | USA | Florida | Jacksonville Beach, Duval County | Swimming | NaN | Shark Involveent Not Confired |
| 702 | 2015.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Lookout Beach, Plettenberg Bay | Surfing | N | White Shark |
| 703 | 2015.00 | Unprovoked | USA | South Carolina | South Beach, Hunting Island State Park, Beaufo... | Standing | N | Shark |
| 704 | 2015.00 | Provoked | AUSTRALIA | Western Australia | Rottnest Island | Swimming | N | Wobbegong Shark |
| 705 | 2015.00 | Unprovoked | USA | North Carolina | Avon, Hatteras Island, Outer Banks, Dare County | Body surfing? | N | NaN |
| 706 | 2015.00 | Unprovoked | USA | North Carolina | Surf City | Swimming | N | Sandtiger Shark |
| 707 | 2015.00 | Invalid | AUSTRALIA | Western Australia | Denmark | Surfing | N | White Shark |
| 708 | 2015.00 | Unprovoked | USA | South Carolina | St. Helena Island, Beaufort County | Standing | N | Sall Shark |
| 709 | 2015.00 | Unprovoked | PUERTO RICO | NaN | Off Cabo Rojo | Spearfishing | N | NaN |
| 710 | 2015.00 | Unprovoked | USA | Florida | Daytona Beach Shores | Swimming | N | NaN |
| 711 | 2015.00 | Unprovoked | USA | North Carolina | Oak Island, Brunswick County | Wading | N | Bull Shark |
| 712 | 2015.00 | Unprovoked | USA | North Carolina | Oak Island, Brunswick County | Wading | N | Bull Shark |
| 713 | 2015.00 | Unprovoked | USA | California | Off San Diego | NaN | N | Mako Shark |
| 714 | 2015.00 | Unprovoked | USA | North Carolina | Ocean Isle, Brunswick County | Boogie boarding | N | Shark |
| 715 | 2015.00 | Unprovoked | USA | Florida | Lori Wilson Park, Cocoa Beach, Brevard County | Playing | N | Bull Shark |
| 716 | 2015.00 | Unprovoked | USA | Florida | Fort Lauderdale | Attempting to rescue a shark | N | Sall Nurse Shark |
| 717 | 2015.00 | Unprovoked | REUNION | Le Port | Folette | Surfing | N | Bull Shark |
| 718 | 2015.00 | Unprovoked | USA | Florida | Cocoa Beach, Brevard County | Standing | N | NaN |
| 719 | 2015.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Wading | N | NaN |
| 720 | 2015.00 | Unprovoked | FRENCH POLYNESIA | Rangiroa | Avatoru Pass | Spearfishing | N | Shark |
| 721 | 2015.00 | Unprovoked | USA | Florida | Cocoa Beach, Brevard County | Swimming | N | NaN |
| 722 | 2015.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | Shark |
| 723 | 2015.00 | Unprovoked | USA | South Carolina | Sullivan's Island | NaN | N | Shark |
| 724 | 2015.00 | Unprovoked | NEW CALEDONIA | NaN | Kouare | Snorkeling | Y | Bull Shark |
| 725 | 2015.00 | Unprovoked | USA | Florida | Cocoa Beach, Brevard County | Swimming | N | NaN |
| 726 | 2015.00 | Unprovoked | AUSTRALIA | New South Wales | Saltwater Beach | Surfing | N | White Shark |
| 727 | 2015.00 | Unprovoked | SOUTH AFRICA | Eastern Cape Province | Port St. John's | Diving | N | White Shark |
| 728 | 2015.00 | Unprovoked | USA | Hawaii | Kanahena Cove | Snorkeling | Y | NaN |
| 729 | 2015.00 | Unprovoked | USA | Florida | Resident's Beach, Marco Island | Wading | N | Foot Shark |
| 730 | 2015.00 | Unprovoked | AUSTRALIA | South Australia | Fishery Bay | Surfing | N | White Shark |
| 731 | 2015.00 | Unprovoked | AUSTRALIA | New South Wales | Belongil Beach, Byron Bay | Surf skiing | N | White Shark |
| 732 | 2015.00 | Unprovoked | USA | Florida | Florida Keys, Monroe County | Photographing the shark | N | Blue Shark |
| 733 | 2015.00 | Unprovoked | REUNION | Saint-Gilles-les-Bains | Cap Homard | Surfing | Y | Bull Shark |
| 734 | 2015.00 | Unprovoked | AUSTRALIA | New South Wales | McKenzies Beach | Paddle boarding | N | NaN |
| 735 | 2015.00 | Unprovoked | USA | Florida | 3 miles off Jupiter, Palm Beach County | Spearfishing | N | Bull Shark |
| 736 | 2015.00 | Invalid | ITALY | Sardinia | NaN | Diving | NaN | Shark Involveent Not Cofired |
| 737 | 2015.00 | Invalid | BRAZIL | Pernambuco | Praia del Chifre, Olinda | Surfing | NaN | No Shark Involveent |
| 738 | 2015.00 | Watercraft | SOUTH AFRICA | Eastern Cape Province | Yellow Sands Point | Kayak Fishing | N | White Shark |
| 739 | 2015.00 | Unprovoked | EGYPT | NaN | Marsa Alam | Swimming | Y | Mako Shark |
| 740 | 2015.00 | Unprovoked | USA | Hawaii | Hapuna Beach | Standing / Snorkeling | N | Tiger Shark |
| 741 | 2015.00 | Unprovoked | FRENCH POLYNESIA | Bora Bora | Anau | Hand feeding sharks | N | Blacktip Shark |
| 742 | 2015.00 | Watercraft | AUSTRALIA | New South Wales | Julian Rocks, Byron Bay | Fishing | N | NaN |
| 743 | 2015.00 | Provoked | MEXICO | Sinaloa | Mazlatan | Fishing | N | NaN |
| 744 | 2015.00 | Unprovoked | FRENCH POLYNESIA | Central Tuamotu | Tupapati, Hikueru Atoll | Sitting in the water | N | Blacktip Reef Shark |
| 745 | 2015.00 | Watercraft | ATLANTIC OCEAN | NaN | NaN | Transatlantic Rowing | N | White Shark |
| 746 | 2015.00 | Unprovoked | REUNION | d’Étang-Salé | Ravine Mula | Swimming | Y | Tiger Shark |
| 747 | 2015.00 | Unprovoked | AUSTRALIA | New South Wales | Shelly Beach | Surfing | Y | Shark |
| 748 | 2015.00 | Unprovoked | AUSTRALIA | New South Wales | Seven Mile Beach, Byron Bay | Surfing | N | Shark |
| 749 | 2015.00 | Unprovoked | AUSTRALIA | New South Wales | Mereweather Beach | Bodysurfing | N | Shark |
| 750 | 2015.00 | Watercraft | AUSTRALIA | Queensland | Nerang River, Surfer's Paradise | Rowing | N | Bull Shark |
| 751 | 2015.00 | Provoked | USA | Hawaii | Lahaina | Shark fishing | N | Shark |
| 752 | 2015.00 | Unprovoked | AUSTRALIA | New South Wales | Flat Rock | Surfing | N | NaN |
| 753 | 2015.00 | Unprovoked | SOUTH AFRICA | Eastern Cape Province | Nahoon Beach | Floating | N | NaN |
| 754 | 2015.00 | Watercraft | USA | Florida | Off Panama City | Fishing | N | White Shark |
| 755 | 2015.00 | Invalid | AUSTRALIA | New South Wales | Wategos Beach, Byon Bay | Surfing & filming dolphins | NaN | Shark Involveent Not Confired |
| 756 | 2015.00 | Watercraft | AUSTRALIA | New South Wales | Off Blacksmith Beach | Fishing | N | Shark |
| 757 | 2015.00 | Unprovoked | AUSTRALIA | New South Wales | Mollymook Beach, Bannister Head | Filming | N | Shark |
| 758 | 2015.00 | Invalid | USA | Florida | NaN | Swimming after falling overboard | NaN | No Shark Involveent |
| 759 | 2015.00 | Unprovoked | BAHAMAS | Abaco Islands | Tahiti Beach, Elbow Cay | Snorkeling | N | White Shark Or Oceanic Whitetip Shark |
| 760 | 2015.00 | Unprovoked | SOUTH AFRICA | Eastern Cape Province | Chintsa East Beach | Surfing | N | Raggedoth Shark |
| 761 | 2015.00 | Unprovoked | USA | Florida | Windsor Beach, Indian River County | NaN | N | A Sall Shark |
| 762 | 2014.00 | Unprovoked | AUSTRALIA | New South Wales | Bherwerre Beach | Surfing | N | Shark |
| 763 | 2014.00 | Unprovoked | AUSTRALIA | Western Australia | Three Stripes near Cheynes Beach | Spearfishing | Y | White Shark |
| 764 | 2014.00 | Sea Disaster | GREECE | NaN | 33 nautical miles off Othonoi Island | NaN | N | Shark Involveent Prior Death Still Be Deterined |
| 765 | 2014.00 | Invalid | SOUTH AFRICA | KwaZulu-Natal | Durban | Swimming | NaN | Shark Involveent Not Confired Highly Unlikely |
| 766 | 2014.00 | Unprovoked | USA | California | Montaña de Oro State Park, San Luis Obispo Cou... | Surfing | N | White Shark |
| 767 | 2014.00 | Provoked | AUSTRALIA | Victoria | Paradise Beach | Fishing | N | Shark |
| 768 | 2014.00 | Unprovoked | JAPAN | NaN | NaN | Diving / Filming | N | Goblin Shark |
| 769 | 2014.00 | Unprovoked | AUSTRALIA | Queensland | Rudder Reef | Spearfishing | Y | Tiger Shark |
| 770 | 2014.00 | Provoked | SPAIN | Granada | Off Motril | Fishing for blue sharks | N | NaN |
| 771 | 2014.00 | Unprovoked | AUSTRALIA | Western Australia | Pyramids Beach, Port Bouvard | Surfing | N | NaN |
| 772 | 2014.00 | Provoked | MAURITIUS | Cargados Carajos Shoals (St. Brandon) | NaN | Fishing | Y | NaN |
| 773 | 2014.00 | Watercraft | AUSTRALIA | Western Australia | Freo | Fishing | N | White Shark |
| 774 | 2014.00 | Watercraft | USA | California | Franklin Point, San Mateo County | NaN | N | White Shark |
| 775 | 2014.00 | Unprovoked | USA | Florida | Indian Harbor Beach, Brevard County | Surfing | N | Shark |
| 776 | 2014.00 | Unprovoked | USA | Hawaii | Airplane Beach, Lahina, West Maui | Snorkeling | N | Shark |
| 777 | 2014.00 | Unprovoked | AUSTRALIA | New South Wales | Moonee Beach | Surfing | N | NaN |
| 778 | 2014.00 | Unprovoked | USA | Florida | Fort Pierce Inlet State Park, St. Lucie County | Surfing | N | NaN |
| 779 | 2014.00 | Unprovoked | USA | Hawaii | North Kohala, Hawaii County | Surfing | N | Tiger Shark |
| 780 | 2014.00 | Provoked | AUSTRALIA | New South Wales | Wallabi Point | Surfing | N | NaN |
| 781 | 2014.00 | Unprovoked | USA | Hawaii | Kihei, Maui | Stand-Up Paddleboarding | N | Tiger Shark |
| 782 | 2014.00 | Unprovoked | USA | Hawaii | Kahului, Maui | Stand-Up Paddleboarding | N | NaN |
| 783 | 2014.00 | Watercraft | USA | California | Leadbetter Beach, Santa Barbara County | Canoeing | N | NaN |
| 784 | 2014.00 | Unprovoked | USA | Hawaii | Maalaea, South Maui | Surfing | N | Shark |
| 785 | 2014.00 | Unprovoked | AUSTRALIA | New South Wales | Avoca Beach | Surfing | N | Shark |
| 786 | 2014.00 | Unprovoked | USA | South Carolina | Hilton Head Island, Beaufort County | Standing in inner tube | N | Bull Shark |
| 787 | 2014.00 | Unprovoked | USA | Florida | Melbourne Beach, Brevard County | Body surfing or Boogie boarding | N | NaN |
| 788 | 2014.00 | Watercraft | AUSTRALIA | Western Australia | Castle Rock, north of Dunsborough | Kayaking | N | NaN |
| 789 | 2014.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | Blacktip Shark |
| 790 | 2014.00 | Unprovoked | USA | Florida | Cherie Down Park, Brevard County | Fishing | N | NaN |
| 791 | 2014.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | Blacktip Shark |
| 792 | 2014.00 | Watercraft | USA | California | Santa Barbara County | Kayaking | N | White Shark |
| 793 | 2014.00 | Watercraft | USA | California | Santa Barbara County | Kayaking | N | White Shark |
| 794 | 2014.00 | Unprovoked | USA | California | Walls Beach, Vandenberg AFB, Santa Barbara County | Surfing | N | Shark |
| 795 | 2014.00 | Unprovoked | AUSTRALIA | Western Australia | Kelpids Beach, Wylie Bay, Esperance | Surfing | N | White Shark |
| 796 | 2014.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | NaN |
| 797 | 2014.00 | Unprovoked | FRENCH POLYNESIA | Moorea | Tiahura Lagoon | Feeding fish | N | Blacktip Shark |
| 798 | 2014.00 | Invalid | USA | California | Manresa State Beach, Santa Cruz County | Surfing | NaN | No Shark Involveent |
| 799 | 2014.00 | Unprovoked | AUSTRALIA | New South Wales | Clarkes Beach, Byron Bay | Swimming | Y | Shark |
| 800 | 2014.00 | Unprovoked | USA | Alabama | Katrina Cut, Dauphin Island, Mobile County | Fishing | N | Bull Shark |
| 801 | 2014.00 | Watercraft | USA | Massachusetts | Manomet Point, Plymouth, Plymouth County | Kayaking | N | White Shark |
| 802 | 2014.00 | Provoked | USA | Florida | Fletcher Beach, Hutchinson Island, Martin County | Fishing | N | Shark |
| 803 | 2014.00 | Unprovoked | SPAIN | Catalonia | Salou | Playing with an air mattress | N | NaN |
| 804 | 2014.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Body surfing | N | Spinner Shark |
| 805 | 2014.00 | Unprovoked | USA | Florida | Ponce Inlet, Volusia County | Surfing | N | Spinner Shark Or Blacktip Shark |
| 806 | 2014.00 | Invalid | USA | Florida | Atlantic Beach, Duval County | NaN | NaN | Shark Involveent Not Confired |
| 807 | 2014.00 | Provoked | USA | Maryland | Assateague National Seashore | Fishing | N | NaN |
| 808 | 2014.00 | Unprovoked | SPAIN | Alicante | Benidorm | Swimming | N | Sall Shark |
| 809 | 2014.00 | Unprovoked | USA | North Carolina | Figure Eight Island, New Hanover County | Surfing | N | Shark |
| 810 | 2014.00 | Unprovoked | USA | South Carolina | Surfside Beach, Horry County | Standing | N | NaN |
| 811 | 2014.00 | Provoked | USA | Florida | Apalachicola Bay | Fishing for sharks | N | Bull Shark |
| 812 | 2014.00 | Unprovoked | USA | North Carolina | Off Masonboro Island, New Hanover County | Kite boarding | N | Shark |
| 813 | 2014.00 | Unprovoked | AUSTRALIA | Western Australia | Gnaraloo | Spearfishing | N | Reef Shark |
| 814 | 2014.00 | Unprovoked | USA | Florida | 3 to 4 miles west of Indian Pass, Gulf County | Standing | N | Bull Shark |
| 815 | 2014.00 | Unprovoked | USA | Florida | Hallandale Beach, Broward County | NaN | N | NaN |
| 816 | 2014.00 | Unprovoked | BAHAMAS | NaN | NaN | Spearfishing | N | Bull Shark |
| 817 | 2014.00 | Unprovoked | USA | Florida | Lori Wilson Park, Cocoa Beach, Brevard County | Swimming | N | NaN |
| 818 | 2014.00 | Unprovoked | USA | Louisiana | Lake Ponchartain off Southshore Harbor, New Or... | Swimming | N | Bull Shark |
| 819 | 2014.00 | Unprovoked | USA | South Carolina | Folly Beach, Charleston County | Boogie boarding | N | Tp Shark |
| 820 | 2014.00 | Unprovoked | USA | Florida | Cocoa Beach, Brevard County | Swimming | N | NaN |
| 821 | 2014.00 | Unprovoked | USA | Florida | South of Cocoa Beach, Brevard County | Surfing | N | NaN |
| 822 | 2014.00 | Unprovoked | USA | Florida | Table Beach, Brevard County | Boogie boarding | N | NaN |
| 823 | 2014.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Muizenberg | Surfing | N | White Shark |
| 824 | 2014.00 | Invalid | NaN | NaN | NaN | Sea disaster | NaN | Shark Involveent Not Confired |
| 825 | 2014.00 | Unprovoked | USA | North Carolina | Sunset Beach, Brunswick County | Swimming | N | Possibly Juvenile Tiger Shark |
| 826 | 2014.00 | Unprovoked | REUNION | Saint-Leu | NaN | Surfing | N | Etre Shark |
| 827 | 2014.00 | Unprovoked | USA | Florida | Indialantic, Brevard County | Standing | N | NaN |
| 828 | 2014.00 | Unprovoked | SPAIN | Canary Islands | Teresita, Santa Cruz, Tenerife | Wading | N | Angel Shark |
| 829 | 2014.00 | Unprovoked | USA | Hawaii | Paia Bay, Maui | Swimming | N | Shark |
| 830 | 2014.00 | Unprovoked | USA | Florida | Okaloosa Island | Swimming | N | Shark |
| 831 | 2014.00 | Invalid | BAHAMAS | West End | Tiger Beach | Shark diving | NaN | Shark Involveent Not Confired |
| 832 | 2014.00 | Unprovoked | USA | North Carolina | Masonboro Island, New Hanover County | Body surfing | N | NaN |
| 833 | 2014.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | NaN |
| 834 | 2014.00 | Provoked | USA | California | Manhattan Beach, Los Angeles County | Swimming | N | White Shark |
| 835 | 2014.00 | Unprovoked | USA | California | Oceano Dunes State Beach, San Luis Obispo County | Surfing | N | NaN |
| 836 | 2014.00 | Unprovoked | USA | South Carolina | Isle of Palms, Charleston County | Body surfing | N | Shark |
| 837 | 2014.00 | Watercraft | ST. MARTIN | NaN | 20 miles from shore | Transatlantic Rowing | N | Oceanic Whitetip Shark |
| 838 | 2014.00 | Unprovoked | BAHAMAS | Abaco Islands | NaN | Spearfishing | N | Caribbean Reef Shark |
| 839 | 2014.00 | Unprovoked | AUSTRALIA | South Australia | Middleton Point, Fleurieu Peninsula | Surfing | N | NaN |
| 840 | 2014.00 | Unprovoked | AUSTRALIA | South Australia | Middleton Point, Fleurieu Peninsula | Body boarding | N | NaN |
| 841 | 2014.00 | Provoked | AUSTRALIA | Western Australia | Horizontal Falls | Petting a shark | N | Leon Shark |
| 842 | 2014.00 | Unprovoked | BRAZIL | NaN | 500 km off the coast of Pernambuco | Fishing | N | NaN |
| 843 | 2014.00 | Unprovoked | USA | Delaware | Cape Henlopen State Park, Sussex County | Standing | N | Sandbar Shark |
| 844 | 2014.00 | Unprovoked | AUSTRALIA | South Australia | Parsons Beach, Fleurieu Peninsula | Body boarding | N | Bronze Whaler Shark |
| 845 | 2014.00 | Unprovoked | JAPAN | Atsumi peninsula | Aichi | Surfing | N | NaN |
| 846 | 2014.00 | Unprovoked | USA | Texas | West Beach, Galveston | Kneeling in the water | N | NaN |
| 847 | 2014.00 | Unprovoked | USA | Florida | Fort Lauderdale | Swimming | N | Bull Shark |
| 848 | 2014.00 | Unprovoked | AUSTRALIA | New South Wales | Seven Mile Beach, Gerroa | Surfing | N | NaN |
| 849 | 2014.00 | Unprovoked | USA | Palmyra Atoll | NaN | Tagging sharks | N | Blacktip Reef Shark |
| 850 | 2014.00 | Unprovoked | AUSTRALIA | Queensland | Nerang River near Chevron Island | Fell into the water | N | Bull Shark |
| 851 | 2014.00 | Unprovoked | FRANCE | Wallis and Futuna | Wallis Island | Scuba diving | N | Shark |
| 852 | 2014.00 | Provoked | AUSTRALIA | New South Wales | The Australian Shark and Ray Centre | Teasing a shark | N | Tawney Nurse Shark |
| 853 | 2014.00 | Unprovoked | USA | Florida | Juan Ponce de León Landing, Melbourne Beach, B... | Body boarding | N | NaN |
| 854 | 2014.00 | Unprovoked | AUSTRALIA | South Australia | Elliston, Eyre Peninsula | Surfing | N | White Shark |
| 855 | 2014.00 | Unprovoked | USA | Florida | Jacksonville Beach, Duval County | Wading | N | NaN |
| 856 | 2014.00 | Unprovoked | USA | Georgia | Tybee Island, Chatham County | Surfing | N | Shark Involveent Not Confired |
| 857 | 2014.00 | Invalid | USA | Florida | Bethel Shoals, Indian River County | Diving | NaN | No Shark Involveent |
| 858 | 2014.00 | Unprovoked | USA | South Carolina | Coligny Beach, Hilton Head, Beaufort County | Swimming | N | Shark |
| 859 | 2014.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Simonstown | Diving | N | Cow Shark |
| 860 | 2014.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | Shark |
| 861 | 2014.00 | Unprovoked | AUSTRALIA | Western Australia | South Passage, south of Coral Bay | Spearfishing | N | Reef Shark |
| 862 | 2014.00 | Unprovoked | USA | Florida | Cocoa Beach, Brevard County | Swimming | N | NaN |
| 863 | 2014.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Wading | N | NaN |
| 864 | 2014.00 | Watercraft | SOUTH AFRICA | NaN | NaN | Shark watching | N | White Shark |
| 865 | 2014.00 | Provoked | SOUTH AFRICA | Eastern Cape Province | Port Alfred | Fishing | N | Raggedoth Shark |
| 866 | 2014.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | NaN |
| 867 | 2014.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | NaN |
| 868 | 2014.00 | Unprovoked | AUSTRALIA | New South Wales | Tathra | Swimming | Y | White Shark |
| 869 | 2014.00 | Invalid | AUSTRALIA | Western Australia | Off Dawesville Cut | Diving for lobsters | NaN | Shark Involveent Prior Death Not Confired |
| 870 | 2014.00 | Unprovoked | SOUTH AFRICA | Eastern Cape Province | Second Beach, Port St Johns | Swimming | Y | Shark |
| 871 | 2014.00 | Unprovoked | USA | Florida | Delray Beach | Kite Surfing | N | Shark |
| 872 | 2014.00 | Unprovoked | USA | Florida | Macarthur State Park | Surfing | N | NaN |
| 873 | 2014.00 | Unprovoked | NEW CALEDONIA | Baie de Sainte-Marie | NaN | Kite Surfing | N | NaN |
| 874 | 2014.00 | Unprovoked | AUSTRALIA | Victoria | Winkipop Beach | Surfing | N | NaN |
| 875 | 2014.00 | Invalid | AUSTRALIA | New South Wales | Lennox Head | NaN | NaN | No Shark Involveent |
| 876 | 2014.00 | Unprovoked | AUSTRALIA | New South Wales | Lighthouse Beach | Swimming | N | Wobbegong Shark |
| 877 | 2014.00 | Invalid | CAYMAN ISLANDS | NaN | NaN | Scuba diving / culling lionfish | NaN | Invalid |
| 878 | 2014.00 | Unprovoked | USA | Florida | Santa Lucea Beach, South Hutchinson Island, St... | Surfing | N | Blacktip Or Spinner Shark |
| 879 | 2014.00 | Unprovoked | FRENCH POLYNESIA | Society Islands | Huahine | Kitesurfing | N | Blacktip Reef Shark |
| 880 | 2014.00 | Watercraft | PAPUA NEW GUINEA | NaN | NaN | Sailing | N | NaN |
| 881 | 2014.00 | Unprovoked | AUSTRALIA | South Australia | Goldsmith Beach, Yorke Peninsula | Spearfishing / Free diving | Y | NaN |
| 882 | 2014.00 | Provoked | TRINIDAD & TOBAGO | Trinidad | NaN | Fishing | N | NaN |
| 883 | 2014.00 | Unprovoked | NEW ZEALAND | South Island | Porpoise Bay | Surfing | N | Gill Shark |
| 884 | 2014.00 | Provoked | AUSTRALIA | New South Wales | Umina Beach | Fishing | N | Shark |
| 885 | 2014.00 | Unprovoked | NEW ZEALAND | South Island | Garden Bay near Cosy Nook | Spearfishing | N | Gill Shark |
| 886 | 2014.00 | Sea Disaster | JAPAN | Okinawa Prefecture | Off Miyako Island | Sea disaster | N | NaN |
| 887 | 2014.00 | Unprovoked | USA | Hawaii | NaN | Free diving / Photographing pilot whales | N | Oceanic Whitetip Shark |
| 888 | 2014.00 | Watercraft | NEW ZEALAND | NaN | Stewart Island | Filming a documentary | N | White Shark |
| 889 | 2013.00 | Unprovoked | NEW CALEDONIA | North Province | Lindéralique, Hienghène | Snorkeling | N | Reported Involve A Bull Shark |
| 890 | 2013.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Die Platt | Surfing | N | White Shark |
| 891 | 2013.00 | Unprovoked | KIRIBATI | 740 miles SE of Tarawa Atoll | NaN | Attempting to remove fishing net from submerge... | N | NaN |
| 892 | 2013.00 | Unprovoked | USA | Hawaii | Ninole Bay, Hawaii County | Boogie boarding | N | Tiger Shark |
| 893 | 2013.00 | Unprovoked | USA | Florida | Cocoa Beach, Brevard County | Surfing | N | Shark |
| 894 | 2013.00 | Unprovoked | AUSTRALIA | New South Wales | Shelly Beach, near Port Macquarie | Surfing | N | Wobbegong Shark |
| 895 | 2013.00 | Unprovoked | USA | Hawaii | Between Makena & Molokini, Maui | Kayaking / Fishing | Y | NaN |
| 896 | 2013.00 | Unprovoked | AUSTRALIA | New South Wales | Riecks Point, Campbell’s Beach, | Body boarding | Y | Tiger Shark |
| 897 | 2013.00 | Unprovoked | USA | Hawaii | Keawekapu Beach, Kihei, Maui | Snorkeling | N | NaN |
| 898 | 2013.00 | Unprovoked | AUSTRALIA | Western Australia | Gracetown | Surfing | Y | Thought Involve A White Shark |
| 899 | 2013.00 | Unprovoked | USA | Oregon | Gleneden Beach, Lincoln County | Surfing | N | White Shark |
| 900 | 2013.00 | Unprovoked | AUSTRALIA | Western Australia | Trigg Beach, Perth | Surfing | N | Reported Involve A White Shark |
| 901 | 2013.00 | Provoked | BAHAMAS | NaN | Off Cape Eleuthera | Shark fishing | N | NaN |
| 902 | 2013.00 | Unprovoked | USA | New Jersey | Bay Head, Ocean County | Body boarding | N | NaN |
| 903 | 2013.00 | Unprovoked | USA | Florida | Floridana Beach, Brevard County | Surfing | N | NaN |
| 904 | 2013.00 | Unprovoked | USA | Hawaii | Kanaha Beach, Maui | Kiteboarding | N | Tiger Shark |
| 905 | 2013.00 | Unprovoked | AUSTRALIA | Western Australia | Turquoise Bay | Snorkeling | N | Blacktip Reef Shark |
| 906 | 2013.00 | Unprovoked | REUNION | d’Étang-Salé | Ravine Mula | Body boarding | N | Thought Involve A Bull Shark |
| 907 | 2013.00 | Unprovoked | AUSTRALIA | Western Australia | Little Island, near Hillarys | Diving for crayfish | N | Reported Involve A White Shark |
| 908 | 2013.00 | Unprovoked | AUSTRALIA | New South Wales | South Narrabeen Beach | Surfing | N | Wobbegong Shark |
| 909 | 2013.00 | Unprovoked | USA | Hawaii | Waiehu, Maui | Diving | N | Whitetip Reef Shark |
| 910 | 2013.00 | Unprovoked | USA | Hawaii | Pila'a Beach, Kaua'i | Surfing | N | Tiger Shark |
| 911 | 2013.00 | Unprovoked | USA | Florida | Miami Beach | Wading | N | Nurse Shark |
| 912 | 2013.00 | Unprovoked | SOUTH AFRICA | Eastern Cape Province | Albatros Point, near Jeffrey's Bay | Swimming / snorkeling | Y | White Shark |
| 913 | 2013.00 | Unprovoked | AUSTRALIA | Western Australia | Off Poison Creek, Cape Arid | Diving for Abalone | N | White Shark |
| 914 | 2013.00 | Unprovoked | USA | California | Bunkers, Humboldt Bay, Eureka, Humboldt County | Surfing | N | White Shark |
| 915 | 2013.00 | Unprovoked | USA | Florida | Destin, Okaloosa County | Wading | N | Sall Bull Shark |
| 916 | 2013.00 | Unprovoked | USA | Florida | Melbourne Beach, Brevard County | Surfing | N | NaN |
| 917 | 2013.00 | Unprovoked | ISRAEL | Southern District | Ashdod | Diving | N | NaN |
| 918 | 2013.00 | Unprovoked | USA | Florida | Panama City, Bay County | Standing | N | NaN |
| 919 | 2013.00 | Unprovoked | USA | Florida | Ormond Beach, Volusia County | Swimming | N | NaN |
| 920 | 2013.00 | Unprovoked | USA | Florida | Carlin Park, Jupiter, Palm Beach County | Surfing | N | NaN |
| 921 | 2013.00 | Unprovoked | USA | Florida | Casino Beach, Pensacola, Escambia County | Swimming | N | Bull Shark |
| 922 | 2013.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | Shark |
| 923 | 2013.00 | Unprovoked | USA | South Carolina | St. Helena Island, Beaufort County | NaN | UNKNOWN | NaN |
| 924 | 2013.00 | Provoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | Shark |
| 925 | 2013.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Standing | N | Shark |
| 926 | 2013.00 | Unprovoked | USA | Florida | Ormond Beach, Volusia County | Swimming | N | NaN |
| 927 | 2013.00 | Provoked | USA | Florida | Key West Aquarium | NaN | N | Nurse Shark |
| 928 | 2013.00 | Unprovoked | BAHAMAS | NaN | NaN | NaN | N | NaN |
| 929 | 2013.00 | Unprovoked | USA | Florida | St Augustine Beach, St Johns County | Casting a net | N | Shark |
| 930 | 2013.00 | Unprovoked | BAHAMAS | NaN | Freetown Beach | Spearfishing | N | Blacktip Shark |
| 931 | 2013.00 | Unprovoked | USA | California | Butterfly Beach, Montecito, Santa Barbara County | Swimming | N | Salon Shark |
| 932 | 2013.00 | Invalid | USA | California | Catalina Channel | Marathon swimming | NaN | No Shark Involveent |
| 933 | 2013.00 | Provoked | FRANCE | Bay of Biscay | NaN | Longline fishing for sharks | N | Mako Shark |
| 934 | 2013.00 | Unprovoked | USA | Florida | Winterhaven Park, Ponce Inlet, Volus... | Boogie boarding | N | NaN |
| 935 | 2013.00 | Unprovoked | AUSTRALIA | New South Wales | Smiths | Wrangling a shark | N | NaN |
| 936 | 2013.00 | Unprovoked | USA | Hawaii | Pohoiki | Surfing | N | NaN |
| 937 | 2013.00 | Unprovoked | USA | California | Pillar Point, Half-Moon Bay, San Mateo County | Surfing | N | White Shark |
| 938 | 2013.00 | Unprovoked | USA | Hawaii | Makenat, Maui | Snorkeling | Y | Tiger Shark |
| 939 | 2013.00 | Unprovoked | USA | Hawaii | Ka'a Point, Maui | Kiteboarding | N | NaN |
| 940 | 2013.00 | Unprovoked | USA | South Carolina | Folly Beach | Surfing | N | Bull Shark |
| 941 | 2013.00 | Unprovoked | SOUTH AFRICA | NaN | NaN | Attempting to free the shark | N | Blacktip Shark |
| 942 | 2013.00 | Unprovoked | USA | Florida | Sanibel Island, Lee County | Fishing | N | Bull Shark |
| 943 | 2013.00 | Unprovoked | USA | Hawaii | Ulua Beach, Maui | Snorkeling | N | NaN |
| 944 | 2013.00 | Unprovoked | USA | South Carolina | Isle of Palms, Charleston County | Swimming | N | NaN |
| 945 | 2013.00 | Unprovoked | BAHAMAS | Abaco Islands | Scotland Cay | Spearfishing | N | Shark |
| 946 | 2013.00 | Unprovoked | MEXICO | Quintana Roo | NaN | Wading | N | NaN |
| 947 | 2013.00 | Unprovoked | USA | Hawaii | White Plains Beach, Oahu | Surfing | N | Tiger Shark |
| 948 | 2013.00 | Unprovoked | BAHAMAS | Exuma Islands | Compass Cay | Cleaning fish | N | Nurse Shark |
| 949 | 2013.00 | Unprovoked | BAHAMAS | Abaco Islands | Grand Cay | Diving | N | NaN |
| 950 | 2013.00 | Unprovoked | BRAZIL | Pernambuco | Boa Viagem Beach, Recife | Swimming | Y | NaN |
| 951 | 2013.00 | Unprovoked | USA | Alabama | Gulf Shores, Baldwin County | Walking in surf | N | NaN |
| 952 | 2013.00 | Unprovoked | USA | Florida | Butler Beach, St Augustine, St. Johns Co... | Swimming | N | NaN |
| 953 | 2013.00 | Unprovoked | REUNION | Saint-Paul | Le cimetière marin | Swimming & snorkeling | Y | NaN |
| 954 | 2013.00 | Unprovoked | DIEGO GARCIA | NaN | NaN | Swimming | Y | NaN |
| 955 | 2013.00 | Unprovoked | USA | North Carolina | Holden Beach. Brunswick County | Wading | N | NaN |
| 956 | 2013.00 | Invalid | SPAIN | Catalonia | Sant Marti d’Empuries Beach, L’Escala | Swimming | NaN | Shark Involveent Not Confired |
| 957 | 2013.00 | Unprovoked | AUSTRALIA | Victoria | Flinders, Mornington Penisula | Body surfing | N | NaN |
| 958 | 2013.00 | Unprovoked | TAIWAN | Taitung | NaN | Fishing | N | NaN |
| 959 | 2013.00 | Invalid | JAMAICA | Kingston Parish | Port Royal | NaN | NaN | Shark Involveent Prior Death Not Confired |
| 960 | 2013.00 | Watercraft | USA | California | Pacific State , San Mateo County | Kayaking / Fishing | N | White Shark |
| 961 | 2013.00 | Unprovoked | USA | Florida | Jacksonville, Duval County | Swimming | N | Bull Shark |
| 962 | 2013.00 | Unprovoked | USA | South Carolina | Kiawah Island, Charleston County | Swimming | N | Shark |
| 963 | 2013.00 | Unprovoked | USA | Hawaii | Kona Coast State Park | Swimming | N | Tiger Shark |
| 964 | 2013.00 | Unprovoked | USA | Texas | Surfside Beach, Brazoria County | Swimming | N | NaN |
| 965 | 2013.00 | Unprovoked | SOUTH AFRICA | Eastern Cape Province | Queensberry Bay | Surfing | N | NaN |
| 966 | 2013.00 | Unprovoked | USA | Florida | Atlantic Beach, Duval County | Surfing | N | NaN |
| 967 | 2013.00 | Unprovoked | USA | South Carolina | Myrtle Beach, Horry County | Boogie Boarding | N | Shark |
| 968 | 2013.00 | Provoked | USA | Florida | Off Snipe Point, Florida Keys, Monroe County | Fishing for sharks | N | Leon Shark |
| 969 | 2013.00 | Unprovoked | AUSTRALIA | New South Wales | Target Beach | Surfing | N | Shark |
| 970 | 2013.00 | Unprovoked | USA | Hawaii | Halewia, Oahu | Diving | N | Galapagos Shark |
| 971 | 2013.00 | Unprovoked | USA | Florida | Ormond Beach, Volusia County | Swimming | N | NaN |
| 972 | 2013.00 | Unprovoked | BRAZIL | Pernambuco | Coral Cove Beach | NaN | Y | NaN |
| 973 | 2013.00 | Provoked | PALESTINIAN TERRITORIES | NaN | Gaza | Fishing | N | NaN |
| 974 | 2013.00 | Unprovoked | ECUADOR | Santa Cruz Island | Playa Brava, Turtle Bay | Surfing | N | Galapagos Shark |
| 975 | 2013.00 | Invalid | USA | California | Tourmaline Surf Park, San Diego County | Surfing | NaN | Invalid |
| 976 | 2013.00 | Unprovoked | REUNION | Saint-Gilles | Brisant Beach | Body boarding | Y | Bull Shark |
| 977 | 2013.00 | Unprovoked | USA | Florida | Melbourne Beach, Brevard County | Surfing | N | A Sall Shark |
| 978 | 2013.00 | Provoked | AUSTRALIA | New South Wales | Emerald Beach | Fishing | N | Wobbegong |
| 979 | 2013.00 | Unprovoked | MEXICO | Quintana Roo | Seagull Beach, Cancun | Swimming | N | Tiger Shark |
| 980 | 2013.00 | Unprovoked | AUSTRALIA | New South Wales | Crowdy Head | Fishing | N | Grey Nurse Shark |
| 981 | 2013.00 | Unprovoked | USA | Florida | Near Boynton Beach, Palm Beach County | Playing in the surf | N | Shark |
| 982 | 2013.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | False Bay | Free diving | N | Blue Shark |
| 983 | 2013.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | Bull Shark |
| 984 | 2013.00 | Unprovoked | GUAM | NaN | NaN | NaN | Y | NaN |
| 985 | 2013.00 | Unprovoked | FRENCH POLYNESIA | Tuamotus | North Pass, Fakarava | Kite boarding | N | Blacktip Reef Shark |
| 986 | 2013.00 | Unprovoked | USA | Florida | Jensen Beach, Martin County | Swimming | N | NaN |
| 987 | 2013.00 | Invalid | AUSTRALIA | Western Australia | Perth | NaN | NaN | Shark Involveent Not Confired |
| 988 | 2013.00 | Unprovoked | USA | Hawaii | Ka’anapali Shores | Surfing | N | Shark |
| 989 | 2013.00 | Invalid | AUSTRALIA | New South Wales | Terrigal Beach | Surfing | NaN | No Shark Involveent |
| 990 | 2013.00 | Unprovoked | SEYCHELLES | NaN | Ile Platte | Free diving | N | NaN |
| 991 | 2013.00 | Unprovoked | BELIZE | NaN | NaN | Snorkeling | N | Nurse Shark |
| 992 | 2013.00 | Unprovoked | BAHAMAS | Eleuthera | Savannah Sound | Fly fishing | N | NaN |
| 993 | 2013.00 | Provoked | SOUTH AFRICA | Western Cape Province | De Mond | Fishing - 'tag & release' | N | Raggedoth Shark |
| 994 | 2013.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Hawston Beach | Surfing | N | NaN |
| 995 | 2013.00 | Unprovoked | JAMAICA | St. Catherine | Pillikin Red Light area | Spearfishing | Y | Tiger Shark |
| 996 | 2013.00 | Unprovoked | AUSTRALIA | Western Australia | African Reef off Geraldton | Spearfishing | N | Bronze Whaler Shark |
| 997 | 2013.00 | Unprovoked | PHILIPPINES | Palawan | Off Likas Island | Swimming to shore with floatioon devices after... | N | Sall Sharks |
| 998 | 2013.00 | Unprovoked | SOUTH AFRICA | Eastern Cape Province | Port St. John's | Swimming | N | NaN |
| 999 | 2013.00 | Unprovoked | NEW ZEALAND | North Island | Muriwai | Swimming | Y | White Shark |
| 1000 | 2013.00 | Unprovoked | USA | Hawaii | Ka'anapali, Honokowai, Maui | Surfing | N | Reef Shark |
| 1001 | 2013.00 | Unprovoked | USA | Hawaii | Paia Bay, Maui | Surfing | N | Reef Shark |
| 1002 | 2013.00 | Unprovoked | USA | Florida | "Stuart Rocks", Martin County | Surfing | N | Blacktip Shark |
| 1003 | 2013.00 | Unprovoked | FRENCH POLYNESIA | Society Islands | Tapu, a dive site on the outer reefs of Bora Bora | Scuba diving | N | Leon Shark |
| 1004 | 2013.00 | Unprovoked | JAMAICA | Kingston Parish | Pedro Cays | NaN | N | NaN |
| 1005 | 2013.00 | Watercraft | AUSTRALIA | Victoria | Cape Nelson | Fishing | N | White Shark |
| 1006 | 2013.00 | Unprovoked | AUSTRALIA | Queensland | Noosa | Surfing | N | NaN |
| 1007 | 2013.00 | Invalid | AUSTRALIA | Queensland | Bullcock Beach | Dragging stranded shark into deeper water | NaN | NaN |
| 1008 | 2013.00 | Unprovoked | USA | Hawaii | Kiholo Bay | Surfing | N | Tiger Shark |
| 1009 | 2013.00 | Unprovoked | NEW ZEALAND | Mercury Islands | Great Mercury Island | Spearfishing | N | Bronze Whaler Shark |
| 1010 | 2013.00 | Unprovoked | AUSTRALIA | Western Australia | Near Legendre Island | Spearfishing / Free diving | N | NaN |
| 1011 | 2012.00 | Unprovoked | USA | Florida | Jensen Beach, Martin County | Swimming | N | NaN |
| 1012 | 2012.00 | Unprovoked | AUSTRALIA | New South Wales | Between Dee Why and Long Reef | Surfing | N | Shark |
| 1013 | 2012.00 | Unprovoked | AUSTRALIA | New South Wales | Kylie's Beach, Diamond Head | Paddle boarding | N | Bull Shark |
| 1014 | 2012.00 | Unprovoked | SOUTH AFRICA | Eastern Cape Province | Port St. John's | Swimming | Y | Tiger Shark |
| 1015 | 2012.00 | Unprovoked | AUSTRALIA | Western Australia | Trigg Beach | Surfing | N | Tiger Shark |
| 1016 | 2012.00 | Unprovoked | USA | Hawaii | Kauai | Surfing | N | Shark |
| 1017 | 2012.00 | Unprovoked | AUSTRALIA | New South Wales | Green Island | Spearfishing | N | Sandtiger Shark |
| 1018 | 2012.00 | Unprovoked | NEW ZEALAND | South Island | Sunday Cove, Fiordland | Scuba diving | N | Sevengill Shark |
| 1019 | 2012.00 | Unprovoked | USA | Hawaii | Kihei, Maui | Snorkeling | N | Tiger Shark |
| 1020 | 2012.00 | Invalid | AUSTRALIA | Queensland | Mooloolaba | NaN | NaN | No Shark Involveent |
| 1021 | 2012.00 | Unprovoked | MEXICO | Sinaloa | Nuevo Altata | Swimming | Y | Shark |
| 1022 | 2012.00 | Unprovoked | USA | Florida | Melbourne Beach, Brevard County | Surfing | N | Shark |
| 1023 | 2012.00 | Unprovoked | USA | Hawaii | Makena Landing, Maui | Diving | N | Tiger Shark |
| 1024 | 2012.00 | Unprovoked | USA | Hawaii | Davidson's Surf Break, Kekaha, Kaua'i | Surfing | N | Tiger Shark |
| 1025 | 2012.00 | Unprovoked | USA | California | Humboldt Bay, Eureka, Humboldt County | Surfing | N | White Shark |
| 1026 | 2012.00 | Unprovoked | USA | Hawaii | Makena Landing, Maui | Swimming | N | Tiger Shark |
| 1027 | 2012.00 | Unprovoked | USA | California | Surf Beach, Lompoc, Santa Barbara County | Surfing | Y | White Shark |
| 1028 | 2012.00 | Unprovoked | USA | Florida | Seaport, Brevard County | NaN | N | NaN |
| 1029 | 2012.00 | Unprovoked | USA | Florida | Ponce Inlet, Volusia County | Surfing | N | NaN |
| 1030 | 2012.00 | Unprovoked | USA | Hawaii | Kanaha Beach, Maui | Paddle boarding | N | Shark |
| 1031 | 2012.00 | Invalid | USA | Florida | Hobe Sound | NaN | NaN | Shark Involveent Not Confired |
| 1032 | 2012.00 | Unprovoked | NIGERIA | Delta | Oboro | Bathing | N | NaN |
| 1033 | 2012.00 | Unprovoked | USA | California | Davenport Landing, Santa Cruz County | Windsurfing | N | NaN |
| 1034 | 2012.00 | Unprovoked | AUSTRALIA | Western Australia | Mullaloo Beach, Perth | Bodyboarding | N | Shark |
| 1035 | 2012.00 | Unprovoked | USA | Florida | Melbourne Beach, Brevard County | Surfing | N | Shark |
| 1036 | 2012.00 | Unprovoked | USA | Florida | Spanish House Beach, Brevard County | Surfing | N | Shark |
| 1037 | 2012.00 | Unprovoked | USA | Florida | Cocoa Beach, Brevard County | Surfing | N | NaN |
| 1038 | 2012.00 | Unprovoked | TONGA | Vava'u | Eueiki Island | Swimming | N | Bull Shark |
| 1039 | 2012.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | NaN |
| 1040 | 2012.00 | Unprovoked | USA | Florida | Lori Wilson Park, Cocoa Beach, Brevard County | Surfing | N | NaN |
| 1041 | 2012.00 | Unprovoked | USA | Florida | South Beach, Miami-Dade County | Swimming | N | NaN |
| 1042 | 2012.00 | Unprovoked | USA | Florida | Neptune Beach, Duval County | Surfing | N | NaN |
| 1043 | 2012.00 | Unprovoked | USA | Florida | St. Augustine Beach, St. John's County | Surfing | N | NaN |
| 1044 | 2012.00 | Unprovoked | USA | Florida | Melbourne Beach, Brevard County | Surfing | N | NaN |
| 1045 | 2012.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Boogie boarding | N | Shark |
| 1046 | 2012.00 | Provoked | USA | Hawaii | Spreckelsville, Maui | Spearfishing | N | Tiger Shark |
| 1047 | 2012.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Swimming or boogie boarding | N | Shark |
| 1048 | 2012.00 | Provoked | SCOTLAND | Inner Hebrides | Off the Isle of Islay | Shark fishing | N | Porbeagle Shark |
| 1049 | 2012.00 | Unprovoked | AUSTRALIA | Western Australia | Red Bluff near Quobba Station | Surfing | N | NaN |
| 1050 | 2012.00 | Unprovoked | BRAZIL | Pernambuco | Coral Cove, Cabo de Santo Agostinho | Swimming | Y | NaN |
| 1051 | 2012.00 | Unprovoked | USA | Alabama | Gulf Shores, Baldwin County | Wading or swimming | N | NaN |
| 1052 | 2012.00 | Watercraft | AUSTRALIA | Western Australia | Ocean Reef | Fishing | N | Shark |
| 1053 | 2012.00 | Unprovoked | USA | Florida | Key Largo | Free diving | N | Leon Shark |
| 1054 | 2012.00 | Unprovoked | REUNION | Saint Leu | NaN | Surfing | N | Bull Shark |
| 1055 | 2012.00 | Unprovoked | FRENCH POLYNESIA | Tuamotus | Kaukura Atoll | Spearfishing | N | Leon Shark |
| 1056 | 2012.00 | Unprovoked | USA | California | Topanga Beach, Los Angeles County | Surfing | N | NaN |
| 1057 | 2012.00 | Unprovoked | AUSTRALIA | South Australia | Streaky Bay | Surfing | N | White Shark Or Bronze Whaler |
| 1058 | 2012.00 | Unprovoked | USA | Hawaii | Maha‘ulepu Beach, Kauai | Surfing | N | NaN |
| 1059 | 2012.00 | Unprovoked | USA | Massachusetts | Ballston Beach, Truro, Cape Cod | Body surfing | N | Thought Involve A White Shark |
| 1060 | 2012.00 | Invalid | USA | North Carolina | Ocean Isle, Brunswick County | NaN | NaN | Shark Involveent Not Confired |
| 1061 | 2012.00 | Unprovoked | REUNION | Trois-Bassins | NaN | Surfing | Y | NaN |
| 1062 | 2012.00 | Invalid | TRINIDAD & TOBAGO | Trinidad | Off Radix Village, Mayoro County | Swimming | NaN | NaN |
| 1063 | 2012.00 | Invalid | CANADA | British Colombia | Tofino, Vancouver | Surfing | NaN | Salon Shark Suspected But Unlikely |
| 1064 | 2012.00 | Unprovoked | AUSTRALIA | Western Australia | Off Wedge Island | Surfing | Y | White Shark |
| 1065 | 2012.00 | Unprovoked | USA | North Carolina | North Topsail Beach, Onslow County | Swimming | N | NaN |
| 1066 | 2012.00 | Unprovoked | BAHAMAS | Eleuthera | NaN | Spearfishing | N | NaN |
| 1067 | 2012.00 | Invalid | AUSTRALIA | Victoria | Ship's Graveyard off Point Lonsdale | Scuba diving | NaN | NaN |
| 1068 | 2012.00 | Watercraft | USA | California | Pleasure Point, Santa Cruz County | Kayaking | N | Shark |
| 1069 | 2012.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Sandstrand, Jongensfontein | Surfing | N | Shark |
| 1070 | 2012.00 | Invalid | CROATIA | NaN | Buccari Bay | Swimming | NaN | No Shark Involveent |
| 1071 | 2012.00 | Unprovoked | USA | Florida | Juno Beach, Palm Beach County | Swimming | N | Possibly A Bull Shark |
| 1072 | 2012.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | NaN |
| 1073 | 2012.00 | Unprovoked | USA | Hawaii | Kahana Beach, Maui | Sitting in the water | N | A Sall Reef Shark |
| 1074 | 2012.00 | Unprovoked | AUSTRALIA | Tasmania | South Cape Bay | Surfing | N | NaN |
| 1075 | 2012.00 | Unprovoked | USA | Florida | Bathtub Reef Beach, Stuart, Martin County | Swimming | N | NaN |
| 1076 | 2012.00 | Unprovoked | AUSTRALIA | Western Australia | Mullaloo Beach, Perth | Surf skiing | N | Shark |
| 1077 | 2012.00 | Invalid | USA | South Carolina | Myrtle Beach, Horry County | Standing | NaN | No Shark Involveent |
| 1078 | 2012.00 | Unprovoked | USA | North Carolina | Ocean Isle, Brunswick County | Wading | N | NaN |
| 1079 | 2012.00 | Provoked | USA | Florida | Summerland Key, Monroe County | Fishing | N | Nurse Shark |
| 1080 | 2012.00 | Unprovoked | USA | South Carolina | Myrtle Beach, Horry County | Swimming | N | Sall Blacktip Shark |
| 1081 | 2012.00 | Unprovoked | USA | South Carolina | Myrtle Beach, Horry County | Swimming | N | Shark Involveent Not Confired |
| 1082 | 2012.00 | Unprovoked | USA | South Carolina | Myrtle Beach, Horry County | Swimming | N | Sall Blacktip Shark |
| 1083 | 2012.00 | Unprovoked | USA | South Carolina | Myrtle Beach, Horry County | Swimming | N | Blacktip Shark |
| 1084 | 2012.00 | Unprovoked | AUSTRALIA | Victoria | Port Campbell | Surfing | N | Shark |
| 1085 | 2012.00 | Provoked | ITALY | Sardinia | Muravera | Attempting to rescue an injured & beached shark | NaN | Blue Shark |
| 1086 | 2012.00 | Unprovoked | AUSTRALIA | New South Wales | Redhead Beach, Newcastle | Surf skiing | N | White Shark |
| 1087 | 2012.00 | Unprovoked | USA | Florida | Bethune Beach, Volusia County | Surfing | N | NaN |
| 1088 | 2012.00 | Unprovoked | USA | South Carolina | Myrtle Beach, Horry County | Boogie Boarding | N | NaN |
| 1089 | 2012.00 | Unprovoked | USA | North Carolina | Avon, Hatteras Island, Outer Banks, Dare County | Wading | N | Shark |
| 1090 | 2012.00 | Unprovoked | MEXICO | Guerrero | Boca de la Leña, La Unión | Free diving / spearfishing | N | Bull Shark |
| 1091 | 2012.00 | Unprovoked | USA | Florida | Jacksonville, Duval County | Surfing | N | Shark |
| 1092 | 2012.00 | Watercraft | USA | Hawaii | Iroquiois Point, Oahu | Kayak Fishing | N | Tiger Shark |
| 1093 | 2012.00 | Unprovoked | FIJI | NaN | Matacucu Reef | Spearfishing | N | NaN |
| 1094 | 2012.00 | Watercraft | USA | California | Leffingwell Landing, Cambria, San Luis Obispo... | Kayaking / Fishing | N | White Shark |
| 1095 | 2012.00 | Unprovoked | USA | Florida | Vero Beach, Indian River County | Swimming | N | NaN |
| 1096 | 2012.00 | Unprovoked | USA | California | Off Catalina Island | Paddle boarding | N | White Shark |
| 1097 | 2012.00 | Unprovoked | USA | Florida | Indialantic, Brevard County | Surfing | N | Shark |
| 1098 | 2012.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Caves near Kogel Bay | Body boarding | Y | White Shark |
| 1099 | 2012.00 | Watercraft | AUSTRALIA | South Australia | Dolphin Bay, Innes National Park | Kayaking | N | White Shark |
| 1100 | 2012.00 | Unprovoked | USA | Hawaii | Leftovers near Chun's Reef, Oahu | Surfing | N | Tiger Shark |
| 1101 | 2012.00 | Unprovoked | USA | Florida | Sanibel Island, Lee County | NaN | N | A Sall Shark |
| 1102 | 2012.00 | Unprovoked | AUSTRALIA | Western Australia | Stratham Beach | Scuba diving | Y | White Shark |
| 1103 | 2012.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | NaN |
| 1104 | 2012.00 | Watercraft | AUSTRALIA | Western Australia | Kalbarri | Crayfishing | N | White Shark |
| 1105 | 2012.00 | Unprovoked | AUSTRALIA | Queensland | Nobby's Beach | Surfing | N | Bull Shark |
| 1106 | 2012.00 | Unprovoked | USA | Florida | Jensen Beach, Martin County | Surfing | N | Bull Shark |
| 1107 | 2012.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | Shark |
| 1108 | 2012.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | Shark |
| 1109 | 2012.00 | Unprovoked | NEW ZEALAND | North Island | Opunake, Taranake | Surfing | N | NaN |
| 1110 | 2012.00 | Provoked | AUSTRALIA | Victoria | Shipwreck Cove, Melbourne Aquarium | Diving, feeding sharks | N | Tawny Nurse Shark C |
| 1111 | 2012.00 | Unprovoked | REUNION | Saint-Benoit | Port de la Marine | Body boarding | N | NaN |
| 1112 | 2012.00 | Unprovoked | USA | Florida | Playalinda Beach, Brevard County | Kite Surfing | N | Shark |
| 1113 | 2012.00 | Invalid | SAUDI ARABIA | Tabuk Province | Off Duba | Attempting to Kite surf from Egypt to Saudi Ar... | NaN | NaN |
| 1114 | 2012.00 | Provoked | CHILE | Antofagasta Province | Antofagasta | Fishing (illegally) | N | NaN |
| 1115 | 2012.00 | Provoked | USA | Florida | Palm Beach Inlet, Palm Beach County | Kite Surfing | N | Spinner Shark |
| 1116 | 2012.00 | Unprovoked | AUSTRALIA | New South Wales | Broughton Island | Fishing | N | Grey Nurse Shark |
| 1117 | 2012.00 | Watercraft | SOUTH AFRICA | Western Cape Province | Strandfontein | Fishing | N | White Shark |
| 1118 | 2012.00 | Unprovoked | AUSTRALIA | Queensland | Wurtulla | Surfing | N | NaN |
| 1119 | 2012.00 | Unprovoked | USA | Hawaii | Lanai | Snorkeling | N | Shark |
| 1120 | 2012.00 | Unprovoked | AUSTRALIA | Western Australia | Coral Bay | Snorkeling | N | Tiger Shark |
| 1121 | 2012.00 | Unprovoked | BAHAMAS | NaN | Cat Island | Diving, photographing sharks | N | Tiger Shark |
| 1122 | 2012.00 | Provoked | TAIWAN | Taitung | Taimali | Fishing | N | Blue Shark Blue Shark |
| 1123 | 2012.00 | Unprovoked | AUSTRALIA | New South Wales | Redhead Beach | Surfing | N | White Shark |
| 1124 | 2012.00 | Unprovoked | SOUTH AFRICA | Eastern Cape Province | Second Beach, Port St. Johns | Swimming | Y | Thought Involve A Bull Shark |
| 1125 | 2012.00 | Unprovoked | USA | Oregon | Lincoln City, Lincoln County | Surfing | N | White Shark |
| 1126 | 2012.00 | Unprovoked | AUSTRALIA | New South Wales | North Avoca Beach | Surfing | N | Shark |
| 1127 | 2012.00 | Unprovoked | AUSTRALIA | Queensland | Duranbah | Spearfishing | N | Allegedly A Tiger Shark |
| 1128 | 2011.00 | Unprovoked | USA | Florida | Jupiter, Palm Beach County | NaN | N | NaN |
| 1129 | 2011.00 | Invalid | ANTIGUA | St John's | Fort James Beach | Swimming | NaN | Shark Involveent Not Confired |
| 1130 | 2011.00 | Unprovoked | ECUADOR | Santa Elena | Barandúa Beach | Surfing | N | NaN |
| 1131 | 2011.00 | Unprovoked | USA | Florida | New Smyrna Beach | Surfing | N | NaN |
| 1132 | 2011.00 | Provoked | USA | Hawaii | Makahuena Point, Kauai | Canoeing | N | Shark |
| 1133 | 2011.00 | Watercraft | SOUTH AFRICA | Eastern Cape Province | Noordhoek, Port Elizabeth | Kayak Fishing | N | NaN |
| 1134 | 2011.00 | Unprovoked | AUSTRALIA | New South Wales | Angourie | Surfing | N | White Shark |
| 1135 | 2011.00 | Invalid | SOUTH AFRICA | KwaZulu-Natal | Between Sodwana & Cape Vidal | Surf skiing | NaN | Shark Involveent Not Confired |
| 1136 | 2011.00 | Unprovoked | AUSTRALIA | New South Wales | Maroubra | Surfing | N | Wobbegong Shark |
| 1137 | 2011.00 | Unprovoked | USA | Oregon | Seaside Cove | Surfing | N | NaN |
| 1138 | 2011.00 | Invalid | AUSTRALIA | Queensland | Bushy Ilet | Spearfishing | NaN | Shark Involveent Not Confired |
| 1139 | 2011.00 | Unprovoked | AUSTRALIA | New South Wales | Broken Head | Surfing | N | NaN |
| 1140 | 2011.00 | Unprovoked | INDONESIA | Bali | Tabanan | Surfing | N | NaN |
| 1141 | 2011.00 | Unprovoked | AUSTRALIA | Queensland | Peregian | Swimming | N | Wobbegong Shark |
| 1142 | 2011.00 | Watercraft | USA | California | Pigeon Point | Kayaking | N | White Shark |
| 1143 | 2011.00 | Unprovoked | PAPUA NEW GUINEA | East New Britain | Pigeon Island | Scuba diving | N | NaN |
| 1144 | 2011.00 | Unprovoked | BRAZIL | Pernambuco | Punta Del Chifre Beach, Olinda | Surfing | N | NaN |
| 1145 | 2011.00 | Unprovoked | REUNION | Bois-Blanc | Sainte-Rose | Free diving / spearfishing | N | NaN |
| 1146 | 2011.00 | Unprovoked | USA | California | Marina State Beach, Monterey County | Surfing | N | White Shark |
| 1147 | 2011.00 | Unprovoked | SCOTLAND | Moray | Spey Bay | Surfing | N | Shark |
| 1148 | 2011.00 | Provoked | SOUTH AFRICA | KwaZulu-Natal | uShaka Aquarium, Durban | Diving | N | Raggedoth Shark |
| 1149 | 2011.00 | Unprovoked | AUSTRALIA | Western Australia | Rottnest Island | Diving | Y | White Shark |
| 1150 | 2011.00 | Unprovoked | USA | Oregon | Newport, Lincoln County | Surfing | N | White Shark |
| 1151 | 2011.00 | Unprovoked | AUSTRALIA | Victoria | Elwood Beach | Diving | N | Port Jackson Shark |
| 1152 | 2011.00 | Unprovoked | USA | Florida | Cape Canaveral | Surfing | N | Shark |
| 1153 | 2011.00 | Unprovoked | USA | Oregon | Seaside | Surfing | N | Shark |
| 1154 | 2011.00 | Unprovoked | AUSTRALIA | Western Australia | Cottesloe Beach | Swimming | Y | NaN |
| 1155 | 2011.00 | Watercraft | REUNION | NaN | Cap La Houssaye | Canoeing | N | Shark |
| 1156 | 2011.00 | Unprovoked | USA | Florida | Santa Maria Island, Manatee County | Wade fishing | N | NaN |
| 1157 | 2011.00 | Unprovoked | USA | Alabama | Gulf Shores, Baldwin County | NaN | N | NaN |
| 1158 | 2011.00 | Invalid | USA | Puerto Rico | Hatillo Beach | Surfing | NaN | No Shark Involveent |
| 1159 | 2011.00 | Provoked | DOMINICAN REPUBLIC | Samaná Province | Playa Jackson | Fishing | N | NaN |
| 1160 | 2011.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Clovely Beach | Swimming | N | White Shark |
| 1161 | 2011.00 | Unprovoked | USA | Florida | Santa Maria Island, Manatee County | Spearfishing | N | Bull Shark |
| 1162 | 2011.00 | Unprovoked | USA | South Carolina | North Myrtle Beach, Horry County | Jumping in the waves | N | NaN |
| 1163 | 2011.00 | Watercraft | USA | Hawaii | Kauai | Canoeing | N | NaN |
| 1164 | 2011.00 | Unprovoked | REUNION | Saint-Gilles | Boucan-Canot | Body boarding | Y | NaN |
| 1165 | 2011.00 | Unprovoked | KENYA | Coast Province | Mama Ngina Beach, Mombasa | Swimming | Y | NaN |
| 1166 | 2011.00 | Unprovoked | USA | Florida | New Smyrna Beach | Surfing | N | Shark |
| 1167 | 2011.00 | Unprovoked | USA | California | Samoa Beach, Humboldt County | Surfing | N | NaN |
| 1168 | 2011.00 | Unprovoked | PAPUA NEW GUINEA | Central Province | Hula, near Port Moresby | Kite Surfing | N | Tiger Shark |
| 1169 | 2011.00 | Unprovoked | USA | Hawaii | Nimitz State Beach, Oahu | Surfing | N | NaN |
| 1170 | 2011.00 | Unprovoked | AUSTRALIA | Western Australia | Bunker Bay | Body boarding | Y | White Shark |
| 1171 | 2011.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | Shark Possibly A Blactip Or Spinner Shark |
| 1172 | 2011.00 | Unprovoked | USA | Florida | Crescent Beach St. Johns County | Surfing | N | Shark |
| 1173 | 2011.00 | Invalid | AUSTRALIA | Queensland | Fantome Island | Swimming | NaN | Shark Involveent Prior Death Not Confired |
| 1174 | 2011.00 | Unprovoked | USA | Texas | Grass Island, Aransas County | Wade Fishing | N | NaN |
| 1175 | 2011.00 | Unprovoked | RUSSIA | Primorsky Krai | Slavyanka | Standing, collecting sea stars | N | NaN |
| 1176 | 2011.00 | Unprovoked | USA | North Carolina | Buxton Beach, Dare County | Surfing | N | NaN |
| 1177 | 2011.00 | Unprovoked | USA | North Carolina | Holden Beach. Brunswick County | NaN | N | NaN |
| 1178 | 2011.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Lookout Beach, near the Keurbooms river mouth ... | Surfing | Y | White Shark |
| 1179 | 2011.00 | Unprovoked | RUSSIA | Peter the Great Bay, Khasan, Primorsky Krai (F... | Zheltukhin Island | Swimming | N | NaN |
| 1180 | 2011.00 | Unprovoked | USA | North Carolina | Kure Beach, New Hanover County | Wading | N | Sandtiger Shark |
| 1181 | 2011.00 | Invalid | USA | North Carolina | Wrightsville Beach, New Hanover County | NaN | NaN | Shark Involveent Not Confired |
| 1182 | 2011.00 | Unprovoked | RUSSIA | Telyakovsky Bay, Khasan, Primorsky Krai (Far ... | Vityaz | Swimming | N | Shark |
| 1183 | 2011.00 | Unprovoked | FRENCH POLYNESIA | Society Islands | Teahupoo, Tahiti | Surfing | N | Grey Reef Shark |
| 1184 | 2011.00 | Unprovoked | USA | Puerto Rico | Vieques | Floating | N | NaN |
| 1185 | 2011.00 | Unprovoked | SEYCHELLES | Praslin | Anse Lazio | Swimming or Snorkeling | Y | Bull Shark |
| 1186 | 2011.00 | Invalid | USA | South Carolina | Myrtle Beach, Horry County | Playing in the surf | N | Shark Involveent Not Confired |
| 1187 | 2011.00 | Unprovoked | USA | North Carolina | Beaufort Inlet | Swimming | N | NaN |
| 1188 | 2011.00 | Unprovoked | SEYCHELLES | Praslin | Anse Lazio | Diving | Y | NaN |
| 1189 | 2011.00 | Invalid | BRAZIL | Pernambuco | Praia do Pina | Swimming | NaN | Shark Involveent Prior Death Not Confired |
| 1190 | 2011.00 | Sea Disaster | PHILIPPINES | NaN | NaN | Sea disaster | N | NaN |
| 1191 | 2011.00 | Unprovoked | USA | New Jersey | Egg Harbor, Atlantic County | Wade Fishing | N | NaN |
| 1192 | 2011.00 | Unprovoked | SOUTH AFRICA | Eastern Cape Province | Cintza Beach, East London | Surfing | N | White Shark |
| 1193 | 2011.00 | Unprovoked | USA | North Carolina | Ocracoke Island, Hyde County | Boogie Boarding | N | NaN |
| 1194 | 2011.00 | Watercraft | REUNION | Saint-Gilles | Brisants. | Kayaking or Wave skiing | N | NaN |
| 1195 | 2011.00 | Unprovoked | USA | Texas | South Padre Island, Cameron County | Surf fishing | N | NaN |
| 1196 | 2011.00 | Unprovoked | BAHAMAS | Grand Bahama Island | Off Lucaya | Scuba diving | N | NaN |
| 1197 | 2011.00 | Unprovoked | USA | Texas | Sunday Beach, Matagorda Island, Calhoun County | Swimming | N | NaN |
| 1198 | 2011.00 | Unprovoked | USA | Texas | Mustang Island, Nueces County | Wade Fishing | N | NaN |
| 1199 | 2011.00 | Unprovoked | REUNION | Saint-Gilles | Roches Noires | Surfing | N | NaN |
| 1200 | 2011.00 | Unprovoked | COLUMBIA | Sucre | Libertad, San Onofre | Kayaking | N | NaN |
| 1201 | 2011.00 | Unprovoked | TURKS & CAICOS | Middle Caicos | Mudjin Harbor | Snorkeling | N | NaN |
| 1202 | 2011.00 | Unprovoked | BRAZIL | Pernambuco | Praia do Pina | Surfing | N | NaN |
| 1203 | 2011.00 | Unprovoked | SOUTH AFRICA | KwaZulu-Natal | Aliwal Shoal | Scuba diving | N | Bull Shark Feale |
| 1204 | 2011.00 | Unprovoked | USA | North Carolina | North Topsail Beach, Onslow County | Playing in the surf | N | Bull Shark |
| 1205 | 2011.00 | Unprovoked | USA | California | San Onofre State Beach, San Diego County | Surfing | N | White Shark K |
| 1206 | 2011.00 | Unprovoked | USA | Florida | Perdido Key, Escambia County | Jet skiing | N | NaN |
| 1207 | 2011.00 | Unprovoked | TURKS & CAICOS | Caicos Bank | French Cay | Spearfishing | N | Shark |
| 1208 | 2011.00 | Unprovoked | COSTA RICA | Guanacaste | Playa Grande | Surfing | Y | NaN |
| 1209 | 2011.00 | Unprovoked | REUNION | Saint-Gilles-les-Bains | Boucan-Canot | Boogie Boarding | Y | NaN |
| 1210 | 2011.00 | Watercraft | UNITED KINGDOM | Cornwall | St. Ives | Fishing | N | Oceanic Whitetip Shark |
| 1211 | 2011.00 | Unprovoked | USA | Florida | Off Jupiter Inlet, Palm Beach County | Scuba diving | N | Blacktip Shark |
| 1212 | 2011.00 | Unprovoked | COLUMBIA | San Andrés archipelago | Albuquerque Cay | Spearfishing | N | NaN |
| 1213 | 2011.00 | Unprovoked | USA | California | La Jolla, San Diego County | Spearfishing | N | Sevengill Shark |
| 1214 | 2011.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Wading | N | Shark |
| 1215 | 2011.00 | Unprovoked | MALAYSIA | Kedah | Palau Payar | Snorkeling | N | Blacktip Reef Shark |
| 1216 | 2011.00 | Unprovoked | USA | Texas | Follett's Island, Brazoria County | Standing or boogie boardin | N | NaN |
| 1217 | 2011.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Robberg Beach | Surfing | N | White Shark |
| 1218 | 2011.00 | Unprovoked | USA | Hawaii | Lyman Beach, Kailua-Kona | Surfing | N | Tiger Shark |
| 1219 | 2011.00 | Unprovoked | USA | Hawaii | Lyman Beach, Kailua-Kona | Paddle boarding | N | Tiger Shark |
| 1220 | 2011.00 | Unprovoked | SOUTH AFRICA | KwaZulu-Natal | Levan Point | Spearfishing | Y | Zabesi Shark |
| 1221 | 2011.00 | Unprovoked | USA | Florida | Ponte Vedra Beach, St Johns County | Body surfing | N | NaN |
| 1222 | 2011.00 | Unprovoked | NEW CALEDONIA | North Province | Kendec | Kite Boarding | Y | Tiger Shark |
| 1223 | 2011.00 | Unprovoked | USA | Florida | Ormond Beach, Volusia County | Surfing | N | NaN |
| 1224 | 2011.00 | Provoked | USA | Florida | Miami | Fishing | N | Sandbar Shark |
| 1225 | 2011.00 | Invalid | UNITED ARAB EMIRATES (UAE) | Umm al Qaywayan Province | Khor Fakkan | Fishing | NaN | Invalid |
| 1226 | 2011.00 | Unprovoked | SOUTH AFRICA | KwaZulu-Natal | Palm Beach | Spearfishing | N | NaN |
| 1227 | 2011.00 | Unprovoked | USA | Florida | Riviera Beach, Palm Beach County | Spearfishing | N | Bull Shark |
| 1228 | 2011.00 | Unprovoked | AUSTRALIA | Western Australia | Red Bluffs | Washing sand off a speared fish | N | Reef Shark |
| 1229 | 2011.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | Shark |
| 1230 | 2011.00 | Unprovoked | NEW ZEALAND | South Island | Snapper Point | Surfing | N | Possibly A Bronze Whaler Shark |
| 1231 | 2011.00 | Unprovoked | INDONESIA | Bali | Balian | Surfing | N | Bull Shark |
| 1232 | 2011.00 | Unprovoked | FIJI | Vitu Levu | Malake Island, Ra Province | Diving | N | NaN |
| 1233 | 2011.00 | Provoked | USA | Texas | Matagorda Beach | Standing, holding shark pup | N | Blacktip Shark Pup |
| 1234 | 2011.00 | Unprovoked | MEXICO | Quintana Roo | Gaviotas Beach, Cancun | Swimming | N | Bull Shark |
| 1235 | 2011.00 | Unprovoked | AUSTRALIA | New South Wales | Crowdy Head | Surfing | N | Bull Shark |
| 1236 | 2011.00 | Unprovoked | MEXICO | Quintana Roo | NaN | Swimming | N | NaN |
| 1237 | 2011.00 | Unprovoked | FIJI | NaN | Nukudamu | Diving / fishing | N | NaN |
| 1238 | 2011.00 | Unprovoked | AUSTRALIA | New South Wales | Jimmys Beach, Port Stephens | Wakeboarding | N | Shark |
| 1239 | 2011.00 | Invalid | EGYPT | South Sinai Peninsula | Sharm-el-Sheikh | NaN | NaN | NaN |
| 1240 | 2011.00 | Unprovoked | AUSTRALIA | New South Wales | Tallow Beach, Byron Bay | Surfing | N | NaN |
| 1241 | 2011.00 | Provoked | AUSTRALIA | Queensland | Between | Fishing | N | Bull Shark |
| 1242 | 2011.00 | Unprovoked | NEW CALEDONIA | Loyalty Islands | Bay of Bweedro, Ouvéa | Spearfishing | N | Shark |
| 1243 | 2011.00 | Unprovoked | REUNION | Saint Gilles | Trois-Roches | Surfing | N | NaN |
| 1244 | 2011.00 | Unprovoked | AUSTRALIA | South Australia | Off Perforated Island near Coffin Bay | Diving for abalone | Y | White Shark |
| 1245 | 2011.00 | Provoked | AUSTRALIA | Queensland | Sunshine Beach | Fishing | N | Shark |
| 1246 | 2011.00 | Unprovoked | AUSTRALIA | Western Australia | Exmouth | Snorkeling | N | NaN |
| 1247 | 2011.00 | Provoked | MEXICO | Colima | Manzanillo, Revillagigedo Islands | Shark fishing on the Ricardo Astorga | N | NaN |
| 1248 | 2011.00 | Unprovoked | SOUTH AFRICA | Eastern Cape Province | Sundays River Mouth, Port Elizabeth | Surf fishing | N | NaN |
| 1249 | 2011.00 | Unprovoked | MEXICO | Quintana Roo | Cancun | Swimming | N | Shark |
| 1250 | 2011.00 | Provoked | MEXICO | Colima | Revillagigedo Islands | Shark fishing on the Don AgustÃn-VI. | N | NaN |
| 1251 | 2011.00 | Unprovoked | BAHAMAS | West End | Tiger Beach | Scuba diving | N | Caribbean Reef Shark |
| 1252 | 2011.00 | Invalid | AUSTRALIA | New South Wales | Cudgen Creek | Swimming | NaN | Shark Involveent Not Confired |
| 1253 | 2011.00 | Unprovoked | SOUTH AFRICA | Eastern Cape Province | Second Beach, Port St. John's | Surfing | Y | NaN |
| 1254 | 2011.00 | Unprovoked | MEXICO | Quintana Roo | Xcalak | Attempting to fix motor | N | NaN |
| 1255 | 2011.00 | Watercraft | AUSTRALIA | Western Australia | Busselton | Fishing | N | White Shark |
| 1256 | 2010.00 | Unprovoked | USA | Hawaii | Kahului, Maui | Body boarding | N | Shark |
| 1257 | 2010.00 | Unprovoked | FIJI | Vitu Levu | Sigatoka | Surfing | N | NaN |
| 1258 | 2010.00 | Unprovoked | USA | Hawaii | Tavares Bay, Maui | Surfing | N | NaN |
| 1259 | 2010.00 | Unprovoked | EGYPT | South Sinai Peninsula | Middle Garden, Sharm el-Shiekh | Snorkeling | Y | Oceanic Whitetip Shark |
| 1260 | 2010.00 | Unprovoked | INDONESIA | Bali | Balian | Surfing | N | NaN |
| 1261 | 2010.00 | Unprovoked | EGYPT | South Sinai Peninsula | Ras Nasrani, Sharm el-Sheikh | Snorkeling | N | Mako Shark |
| 1262 | 2010.00 | Unprovoked | EGYPT | South Sinai Peninsula | Ras Nasrani, Sharm el-Sheikh | Snorkeling | N | Mako Shark |
| 1263 | 2010.00 | Unprovoked | EGYPT | South Sinai Peninsula | Coral Bay, Sharm el-Sheikh | Snorkeling | N | Oceanic Whitetip Shark Feale |
| 1264 | 2010.00 | Unprovoked | EGYPT | South Sinai Peninsula | Coral Bay, Sharm el-Sheikh | Snorkeling | N | Oceanic Whitetip Shark Feale |
| 1265 | 2010.00 | Unprovoked | SAMOA | NaN | NaN | Fishing | N | NaN |
| 1266 | 2010.00 | Invalid | AUSTRALIA | Western Australia | Native Dog Beach | Swimming | NaN | Shark Involveent Not Confired |
| 1267 | 2010.00 | Provoked | USA | Palmyra Atoll | NaN | Snorkeling | N | NaN |
| 1268 | 2010.00 | Unprovoked | DOMINICAN REPUBLIC | NaN | Boca Chica | Diving | Y | NaN |
| 1269 | 2010.00 | Unprovoked | INDONESIA | Bali | Balian | Surfing | N | NaN |
| 1270 | 2010.00 | Watercraft | AUSTRALIA | Western Australia | Between Carnac and Garden Islands | Fishing | N | White Shark |
| 1271 | 2010.00 | Unprovoked | AUSTRALIA | Western Australia | Off Garden Island | Snorkeling | N | White Shark |
| 1272 | 2010.00 | Unprovoked | AUSTRALIA | Western Australia | Cheynes Beach | Spearfishing | N | NaN |
| 1273 | 2010.00 | Unprovoked | USA | Oregon | Florence | Surfing | N | NaN |
| 1274 | 2010.00 | Provoked | AZORES | NaN | 350 miles from Faial Island | Fishing | N | NaN |
| 1275 | 2010.00 | Unprovoked | USA | Maine | Burnt Cove near Eastport, Washington County | Scuba diving | N | Porbeagle Shark |
| 1276 | 2010.00 | Unprovoked | AUSTRALIA | Western Australia | Wedge Island | Kite Surfing | N | NaN |
| 1277 | 2010.00 | Unprovoked | USA | California | Surf Beach, Vandenberg AFB, Santa Barbara County | Body boarding | Y | White Shark |
| 1278 | 2010.00 | Unprovoked | EGYPT | South Sinai Peninsula | Sharm el-Sheikh | Snorkeling | N | NaN |
| 1279 | 2010.00 | Unprovoked | AUSTRALIA | New South Wales | Mullaway Headland | Surfing | N | Bull Shark |
| 1280 | 2010.00 | Unprovoked | BAHAMAS | Exuma Islands | NaN | Snorkeling | N | Leon Shark |
| 1281 | 2010.00 | Unprovoked | BAHAMAS | Abaco Islands | Elbow Cay | Surfing | N | Leon Shark |
| 1282 | 2010.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Melkbaai, Strand | Surfing | N | NaN |
| 1283 | 2010.00 | Unprovoked | USA | Oregon | Winchester Bay | Surfing | N | White Shark |
| 1284 | 2010.00 | Unprovoked | USA | Virginia | Sandridge Beach | Surfing | N | NaN |
| 1285 | 2010.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Between Dyer Island and Pearly Beach | Swimming | Y | White Shark |
| 1286 | 2010.00 | Unprovoked | AUSTRALIA | New South Wales | Fraser's Reef | Surfing | N | Shark |
| 1287 | 2010.00 | Unprovoked | USA | Florida | St. Augustine, St. John's County | Swimming | N | Shark |
| 1288 | 2010.00 | Unprovoked | TONGA | Ha'api | NaN | Swimming / Whale Watching | N | NaN |
| 1289 | 2010.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | NaN |
| 1290 | 2010.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | NaN |
| 1291 | 2010.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | NaN |
| 1292 | 2010.00 | Unprovoked | SOLOMON ISLANDS | Western Province | NaN | NaN | N | NaN |
| 1293 | 2010.00 | Invalid | BAHAMAS | Exuma Islands | Off Jaws Beach, New Providence Island | Swimming after boat became disabled | NaN | Shark Involveent Prior Death Was Not Confired |
| 1294 | 2010.00 | Unprovoked | USA | Florida | Crescent Beach St. Johns County | Boogie Boarding | N | NaN |
| 1295 | 2010.00 | Unprovoked | AUSTRALIA | Western Australia | Cowaramup Bay | Surfing | Y | White Shark |
| 1296 | 2010.00 | Watercraft | USA | California | Pigeon Point, San Mateo County | Kayak Fishing | N | White Shark |
| 1297 | 2010.00 | Provoked | AUSTRALIA | Queensland | Three Mile Creek, Townsville | Fishing | N | NaN |
| 1298 | 2010.00 | Unprovoked | SOUTH KOREA | Jeju Province | Jeju Island | Swimming | N | NaN |
| 1299 | 2010.00 | Unprovoked | AUSTRALIA | New South Wales | Crescent Head | Surfing | N | NaN |
| 1300 | 2010.00 | Unprovoked | USA | North Carolina | Figure Eight Island, Wilmington, New Hanover C... | Surfing | N | NaN |
| 1301 | 2010.00 | Unprovoked | MALTA | NaN | Off Fort St. Elmo, Valetta | Windsurfing | N | Shark |
| 1302 | 2010.00 | Invalid | USA | Florida | Bethune Beach, Volusia County | Swimming | NaN | Shark Involveent Not Confired |
| 1303 | 2010.00 | Watercraft | USA | California | Near oil rig Hondo, 5 nm from Gaviota, Santa B... | Kayaking | N | White Shark |
| 1304 | 2010.00 | Unprovoked | USA | Florida | Micklers Landing, St. Johns County | Standing | N | Shark |
| 1305 | 2010.00 | Unprovoked | USA | South Carolina | Isle of Palms, Charleston County | Standing | N | Shark |
| 1306 | 2010.00 | Unprovoked | USA | Florida | Jacksonville Beach, Duval County | Surfing | N | NaN |
| 1307 | 2010.00 | Unprovoked | USA | South Carolina | Myrtle Beach | Swimming | N | Sall Blacktip Shark |
| 1308 | 2010.00 | Unprovoked | USA | North Carolina | Wrightsville Beach, New Hanover County | Swimming | N | Sandtiger Shark |
| 1309 | 2010.00 | Unprovoked | USA | Florida | New Smyrna Beach | Surfing | N | A Sall Spinner Shark |
| 1310 | 2010.00 | Provoked | SPAIN | Grand Canary Island | Sardina del Norte, Gáldar | Swimming | N | Angel Shark |
| 1311 | 2010.00 | Unprovoked | USA | Texas | Galveston | Fishing | N | NaN |
| 1312 | 2010.00 | Provoked | USA | Florida | Lauderdale-by-the-Sea, Broward County | Fishing | N | Nurse Shark Juvenile |
| 1313 | 2010.00 | Unprovoked | SOUTH AFRICA | KwaZulu-Natal | Two Mile Reef, Sodwana Bay | Snorkeling | N | NaN |
| 1314 | 2010.00 | Provoked | USA | New York | Off Long Island | Fishing | N | Blue Shark |
| 1315 | 2010.00 | Unprovoked | USA | California | Pismo Beach, San Luis Obispo County | Surfing | N | Shark |
| 1316 | 2010.00 | Unprovoked | USA | California | Dog Patch, San Onofre | Stand-Up Paddleboarding | N | Shark |
| 1317 | 2010.00 | Unprovoked | USA | Texas | Eight Mile Beach, Galveston | Surfing | N | Bull Shark |
| 1318 | 2010.00 | Unprovoked | USA | South Carolina | Fripp Island | Boogie Boarding | N | NaN |
| 1319 | 2010.00 | Unprovoked | USA | North Carolina | Topsail Island, Pender County | Swimming | N | NaN |
| 1320 | 2010.00 | Unprovoked | VIETNAM | Binh Dinh Province | Quy Nhon | Swimming | N | Shark |
| 1321 | 2010.00 | Unprovoked | USA | Florida | Jacksonville | Boogie Boarding | N | Shark |
| 1322 | 2010.00 | Unprovoked | AUSTRALIA | Western Australia | Conspicuous Beach, near Walpole | Surfing | N | NaN |
| 1323 | 2010.00 | Unprovoked | USA | Florida | Ponte Vedra Beach, St Johns County | Surfing | N | NaN |
| 1324 | 2010.00 | Provoked | USA | Florida | Off Tarpon Springs | Fishing | N | Leon Shark |
| 1325 | 2010.00 | Unprovoked | VIETNAM | Binh Dinh Province | Quy Nhon | Rescuing | N | Shark |
| 1326 | 2010.00 | Unprovoked | VIETNAM | Binh Dinh Province | Quy Nhon | Swimming | N | Shark |
| 1327 | 2010.00 | Unprovoked | AUSTRALIA | New South Wales | Point Plomer | Surfing | N | NaN |
| 1328 | 2010.00 | Unprovoked | MADAGASCAR | Antsiranana Province | Ambatolaoka, Nosy Be Island | Scuba diving | N | NaN |
| 1329 | 2010.00 | Unprovoked | USA | Florida | New Smyrna Beach | Wading | N | Shark |
| 1330 | 2010.00 | Provoked | USA | Florida | Hanalei Bay | Measuring sharks | N | Leon Shark |
| 1331 | 2010.00 | Unprovoked | USA | Hawaii | Hanalei Bay, Kauai | Surfing | N | Shark |
| 1332 | 2010.00 | Unprovoked | SOUTH AFRICA | Eastern Cape Province | East Beach, Port Alfred | Surfing | N | Shark |
| 1333 | 2010.00 | Unprovoked | EGYPT | Sinai Peninsula | Sharm el-Sheikh | Swimming / treading water | N | Oceanic Whitetip Shark |
| 1334 | 2010.00 | Unprovoked | REUNION | Saint-Benoit | Bittern | Surfing | N | Shark |
| 1335 | 2010.00 | Unprovoked | NEW ZEALAND | South Island | Tahunanui Beach | Swimming | N | Blue Shark |
| 1336 | 2010.00 | Unprovoked | SOUTH AFRICA | Eastern Cape Province | Yellow Sands Point | Surfing | N | Shark |
| 1337 | 2010.00 | Unprovoked | FIJI | Off Vanua Levu | Nara Reef | Scuba diving | Y | NaN |
| 1338 | 2010.00 | Unprovoked | AUSTRALIA | Queensland | Dent Island, Whitsundays | Snorkeling | N | Shark |
| 1339 | 2010.00 | Unprovoked | AUSTRALIA | New South Wales | Mona Vale Beach, Sydney | Surfing | N | Wobbegong Shark |
| 1340 | 2010.00 | Provoked | NEW ZEALAND | South Island | Cosy Nook | Spearfishing | N | Shark |
| 1341 | 2010.00 | Unprovoked | AUSTRALIA | New South Wales | Turners' Beach | Body boarding | N | White Shark |
| 1342 | 2010.00 | Provoked | USA | Florida | Riviera Beach | Surf fishing / wading | N | Spinner Shark |
| 1343 | 2010.00 | Invalid | GUAM | Merizo | Achang Reef | Spearfishing (free diving) | NaN | Invalid |
| 1344 | 2010.00 | Unprovoked | USA | Florida | Stuart, Martin County | Kite Boarding | Y | NaN |
| 1345 | 2010.00 | Provoked | NEW ZEALAND | South Island | Oreti Beach | Boogie Boarding | N | Shark |
| 1346 | 2010.00 | Unprovoked | BRAZIL | Rio Grande Do Sul | Atlantis Beach, near Tramandai | Surfing | N | Thought Involve A Juvenile Haerhead Shark |
| 1347 | 2010.00 | Unprovoked | AUSTRALIA | Queensland | Archie's Beach | Surfing | N | NaN |
| 1348 | 2010.00 | Unprovoked | UNITED ARAB EMIRATES (UAE) | Dubai | Umm Suqeim Beach, Dubai | Surfing | N | NaN |
| 1349 | 2010.00 | Unprovoked | AUSTRALIA | Victoria | Geelong | Surfing | N | NaN |
| 1350 | 2010.00 | Unprovoked | SOUTH AFRICA | Western Province | Fish Hoek | Standing | Y | White Shark |
| 1351 | 2010.00 | Unprovoked | AUSTRALIA | Torres Strait | Thursday Island | Snorkeling | N | Whitetip Reef Shark |
| 1352 | 2010.00 | Unprovoked | VIETNAM | Binh Dinh Province | Quy Nhon | NaN | N | NaN |
| 1353 | 2010.00 | Unprovoked | VIETNAM | Binh Dinh Province | Quy Nhon | NaN | N | NaN |
| 1354 | 2010.00 | Unprovoked | VIETNAM | Binh Dinh Province | Quy Nhon | Bathing | N | NaN |
| 1355 | 2010.00 | Unprovoked | USA | Florida | Elliot Key | Spearfishing | N | NaN |
| 1356 | 2010.00 | Unprovoked | SOUTH AFRICA | Eastern Province | Nahoon, East London | Surfing | N | NaN |
sharks['Species'].describe()
count 831 unique 205 top Shark freq 72 Name: Species, dtype: object
sharks['Species'].value_counts()
Shark 72
White Shark 62
Shark 48
Shark 39
Shark Involveent Not Confired 33
White Shark 31
Tiger Shark 31
White Shark 24
Bull Shark 21
Bull Shark 21
Tiger Shark 19
No Shark Involveent 15
White Shark 14
Wobbegong Shark 12
Blacktip Shark 12
Nurse Shark 11
Bull Shark 11
Bull Shark 10
Sandtiger Shark 9
White Shark 9
Tiger Shark 9
A Sall Shark 7
Reef Shark 7
Tiger Shark 6
Oceanic Whitetip Shark 6
Leon Shark 6
Leon Shark 6
Shark Involveent Prior Death Not Confired 6
Blacktip Reef Shark 5
Bronze Whaler Shark 5
Nurse Shark 5
Mako Shark 5
Tiger Shark 5
Invalid 5
Grey Reef Shark 4
Mako Shark 4
Blacktip Shark 4
Sall Shark 4
Shark 4
Spinner Shark 4
Cookiecutter Shark 4
Angel Shark 4
Reef Shark 4
Galapagos Shark 4
Blacktip Shark 4
Blue Shark 4
Spinner Shark 3
White Shark 3
Blacktip Or Spinner Shark 3
Bull Shark 3
Bull Shark 3
Oceanic Whitetip Shark 2
Shark Involveent Not Cofired 2
Blacktip Shark 2
Sall Nurse Shark 2
Gill Shark 2
Caribbean Reef Shark 2
Thought Involve A White Shark 2
White Shark Feale 2
Blue Shark 2
Leon Shark 2
Bronze Whaler 2
Tiger Shark Feale 2
Questionable 2
Oceanic Whitetip Shark Feale 2
Shark 2
Raggedoth Shark 2
Sall Blacktip Shark 2
Bull Shark 2
Tiger Shark 2
Leon Shark Pup 2
Haerhead Shark 2
Wobbegong Shark 2
Grey Reef Shark 2
White Shark 2
Sevengill Shark 2
Thought Involve A Bull Shark 2
Shark Involveent Unconfired But Considered Probable 2
Wobbegong Shark 1
Blacktip Reef Shark Juvenile 1
Whitetip Reef Shark 1
Juvenile Blacktip Shark 1
Reported Involve A Bull Shark 1
Wobbegong 1
Oceanic Whitetip Shark 1
Shark Involveent Prior Death Still Be Deterined 1
Shark Possibly A Blactip Or Spinner Shark 1
Salon Shark Juvenile 1
Tp Shark 1
Blacktip Shark 1
Shark Pup 1
Haerhead Sp 1
Grey Nurse Shark 1
Spinner Shark Or Blacktip Shark 1
Nurse Shark Ft 1
Haerhead Shark 1
Injuries Not Caused By A Shark 1
Blue Shark 1
White Shark 1
Sandbar Shark 1
White Shark 1
Blacktip Reef Shark 1
Bull Shark Feale 1
Porbeagle Shark 1
White Shark K 1
Tawny Nurse Shark 1
Bull Shark 1
Porbeagle Shark 1
Possibly A Bronze Whaler Shark 1
Foot Shark 1
Reef Shark 1
Mako Shark 1
Thought Involve A Shark But Shark Involveent Not Confired 1
Zabesi Shark 1
Whitetip Shark 1
Reported Involve A White Shark 1
Shark Involveent Prior Death Was Not Confired 1
Sandtiger Shark 1
Grey Nurse Shark 1
Nurse Shark Juvenile 1
Injury Ost Likely Caused By Barracuda Not A Shark 1
Bull Sharks 1
Tiger Shark 1
Porbeagle 1
Sall Bull Shark 1
Blue Shark Blue Shark 1
White Shark Or Oceanic Whitetip Shark 1
Allegedly A Tiger Shark 1
Sevengill Shark 1
Sall Blacktip Shark 1
Broadnose Seven Gill Shark 1
Caribbean Reef Shark 1
White Shark Juvenile 1
Bull Shark 1
Blacktip Shark Pup 1
Spinner Shark 1
Sand Tiger Shark 1
Dogfish Shark 1
Wobbegong Shark 1
Reported As Shark Bite But Injury Caused By Stingray 1
Juvenile Shark 1
Raggedoth Shark 1
Shark 1
Shark Probably A Sooth Hound 1
White Shark 1
Reported Involve A White Shark 1
Bronze Whaler 1
Injury Believed Caused By An Eel Not A Shark 1
Blacktip Or Spinner Shark 1
Shark Involveent Highly Doubtful 1
Soe Drowned But Other Ay Have Been Killed By Blue Sharks 1
No Shark Invovleent It Ws A Publicity Stunt 1
Shark Involveent Questionable 1
White Shark Feale 1
Blacktip Shark Juvenile 1
Caribbean Reef Shark 1
Nurse Shark Juvenile 1
Bull Shark 1
Grey Nurse Shark Feale 1
Reef Shark 1
Said Involve An Shark But Ore Likely Daage Caused By Debris 1
Possibly A Bull Shark 1
White Shark Or Bronze Whaler 1
Said Involve A Blacktip Shark 1
Blacktip Shark 1
Tawney Nurse Shark 1
Broadnose Sevengill Shark 1
Said Involve A Bull Shark 1
Goblin Shark 1
Wobbegong 1
Bull Shark Pup 1
A Sall Spinner Shark 1
Salon Shark 1
Bronze Whaler Sharks 1
Cow Shark 1
Whitetip Reef Shark 1
Galapagos Shark 1
Nurse Shark 1
Thought Involve A Juvenile Haerhead Shark 1
Salon Shark Suspected But Unlikely 1
Port Jackson Shark 1
Shovelnose Shark Which Is A Ray Not A Shark 1
Sall Sharks 1
Possibly Juvenile Tiger Shark 1
Reported As Shark Attacks But Injuries Caused By Adfish 1
Blue Shark 1
Sandtiger Shark 1
Shark Involveent Not Confired Highly Unlikely 1
Invalid Incident 1
No Shark Invovleent 1
Tiger Shark 1
Leon Shark 1
Grey Reef Shark 1
Oceanic Whitetip Shark 1
A Sall Reef Shark 1
Tawny Nurse Shark 1
Etre Shark 1
Sandbar Shark 1
Raggedoth Shark 1
Silky Shark 1
Sandtiger Shark 1
Tawny Nurse Shark C 1
Leon Shark 1
White Shark 1
Shark 1
Name: Species, dtype: int64
sharks['Species'] =sharks['Species'].str.replace('\d+', '').str.replace('M','').str.split().str.join(' ')
sharks['Species'].value_counts(normalize=True)
Shark 0.20 White Shark 0.18 Tiger Shark 0.09 Bull Shark 0.09 Shark Involveent Not Confired 0.04 Blacktip Shark 0.03 Nurse Shark 0.02 Leon Shark 0.02 Wobbegong Shark 0.02 No Shark Involveent 0.02 Reef Shark 0.02 Sandtiger Shark 0.01 Oceanic Whitetip Shark 0.01 ako Shark 0.01 Spinner Shark 0.01 Blue Shark 0.01 Grey Reef Shark 0.01 A Sall Shark 0.01 Shark Involveent Prior Death Not Confired 0.01 Blacktip Reef Shark 0.01 Bronze Whaler Shark 0.01 Invalid 0.01 Galapagos Shark 0.01 Cookiecutter Shark 0.00 Raggedoth Shark 0.00 Blacktip Or Spinner Shark 0.00 Sall Shark 0.00 Angel Shark 0.00 Caribbean Reef Shark 0.00 White Shark Feale 0.00 Haerhead Shark 0.00 Sall Blacktip Shark 0.00 Sevengill Shark 0.00 Bronze Whaler 0.00 Wobbegong 0.00 Gill Shark 0.00 Oceanic Whitetip Shark Feale 0.00 Whitetip Reef Shark 0.00 Questionable 0.00 Nurse Shark Juvenile 0.00 Sall Nurse Shark 0.00 Grey Nurse Shark 0.00 Shark Involveent Not Cofired 0.00 Sandbar Shark 0.00 Thought Involve A White Shark 0.00 Porbeagle Shark 0.00 Shark Involveent Unconfired But Considered Probable 0.00 Tiger Shark Feale 0.00 Thought Involve A Bull Shark 0.00 Leon Shark Pup 0.00 Reported Involve A White Shark 0.00 Tawny Nurse Shark 0.00 White Shark Or Bronze Whaler 0.00 Blacktip Shark Juvenile 0.00 Sand Tiger Shark 0.00 Dogfish Shark 0.00 White Shark Or Oceanic Whitetip Shark 0.00 Shark Involveent Not Confired Highly Unlikely 0.00 Said Involve A Bull Shark 0.00 Reported As Shark Bite But Injury Caused By Stingray 0.00 Blacktip Shark Pup 0.00 Possibly A Bull Shark 0.00 Salon Shark Suspected But Unlikely 0.00 Bull Shark Pup 0.00 Said Involve A Blacktip Shark 0.00 Shark Involveent Prior Death Was Not Confired 0.00 White Shark Juvenile 0.00 Thought Involve A Shark But Shark Involveent Not Confired 0.00 Injury Ost Likely Caused By Barracuda Not A Shark 0.00 Grey Nurse Shark Feale 0.00 No Shark Invovleent It Ws A Publicity Stunt 0.00 Bull Shark Feale 0.00 Whitetip Shark 0.00 Goblin Shark 0.00 Shark Involveent Prior Death Still Be Deterined 0.00 Zabesi Shark 0.00 Spinner Shark Or Blacktip Shark 0.00 Reported Involve A Bull Shark 0.00 Porbeagle 0.00 Shark Possibly A Blactip Or Spinner Shark 0.00 Broadnose Seven Gill Shark 0.00 A Sall Spinner Shark 0.00 Thought Involve A Juvenile Haerhead Shark 0.00 Blue Shark Blue Shark 0.00 A Sall Reef Shark 0.00 Juvenile Shark 0.00 Invalid Incident 0.00 Soe Drowned But Other Ay Have Been Killed By Blue Sharks 0.00 Possibly A Bronze Whaler Shark 0.00 Tawney Nurse Shark 0.00 Reported As Shark Attacks But Injuries Caused By Adfish 0.00 Sall Sharks 0.00 Allegedly A Tiger Shark 0.00 Port Jackson Shark 0.00 Shovelnose Shark Which Is A Ray Not A Shark 0.00 Bull Sharks 0.00 Sall Bull Shark 0.00 Broadnose Sevengill Shark 0.00 Salon Shark Juvenile 0.00 Juvenile Blacktip Shark 0.00 White Shark K 0.00 Cow Shark 0.00 Silky Shark 0.00 Shark Pup 0.00 Tp Shark 0.00 Shark Involveent Highly Doubtful 0.00 Possibly Juvenile Tiger Shark 0.00 Nurse Shark Ft 0.00 Shark Involveent Questionable 0.00 Bronze Whaler Sharks 0.00 Blacktip Reef Shark Juvenile 0.00 Etre Shark 0.00 Tawny Nurse Shark C 0.00 No Shark Invovleent 0.00 Foot Shark 0.00 Haerhead Sp 0.00 Injury Believed Caused By An Eel Not A Shark 0.00 Shark Probably A Sooth Hound 0.00 Said Involve An Shark But Ore Likely Daage Caused By Debris 0.00 Injuries Not Caused By A Shark 0.00 Salon Shark 0.00 Name: Species, dtype: float64
sharks['Species'] =sharks['Species'].str.replace('s','').str.replace('Sall','').str.replace('Pup','').str.replace(
'Juvenile','')
white_shark = sharks[sharks['Species']=='White Shark']
pd.set_option('max_columns',None)
pd.set_option('max_rows',None)
white_shark
| Year | Type | Country | State | Location | Activity | Fatal | Species | |
|---|---|---|---|---|---|---|---|---|
| 15 | 2020.00 | Unprovoked | USA | California | Coronado, San Diego County | Swimming | N | White Shark |
| 21 | 2020.00 | Unprovoked | AUSTRALIA | South Australia | Kangaroo Island | Surfing | N | White Shark |
| 40 | 2020.00 | Unprovoked | AUSTRALIA | New South Wales | Cabarita Beach | Foil-boarding | N | White Shark |
| 45 | 2020.00 | Unprovoked | AUSTRALIA | Queensland | Greenmount Beach, Coolangatta | Surfing | Y | White Shark |
| 48 | 2020.00 | Watercraft | AUSTRALIA | New South Wales | Forster | Fishing / Filming sharks feeding on whale carcass | N | White Shark |
| 50 | 2020.00 | Unprovoked | USA | California | Shelter Cove, Humboldt County | Kayak fishing | N | White Shark |
| 55 | 2020.00 | Unprovoked | AUSTRALIA | New South Wales | Shelly Beach, Port Macquarie | Surfing | N | White Shark |
| 60 | 2020.00 | Unprovoked | AUSTRALIA | Western Australia | Bunker Bay Beach | Surfing | N | White Shark |
| 62 | 2020.00 | Watercraft | AUSTRALIA | Tasmania | Tenth Island | Sightseeing | NaN | White Shark |
| 64 | 2020.00 | Unprovoked | USA | Maine | Bailey Island, Cumberland County | Swimming | Y | White Shark |
| 69 | 2020.00 | Unprovoked | AUSTRALIA | Tasmania | Off Stanley | Fishing | N | White Shark |
| 72 | 2020.00 | Unprovoked | AUSTRALIA | New South Wales | Wilsons Headland | Surfing | Y | White Shark |
| 80 | 2020.00 | Unprovoked | AUSTRALIA | New South Wales | Salt Beach near Kingscliff | Surfing | Y | White Shark |
| 89 | 2020.00 | Unprovoked | USA | California | Sand Dollar Beach, Santa Cruz County | Surfing | Y | White Shark |
| 101 | 2020.00 | Provoked | NEW ZEALAND | North Island | Stanmore Bay, Auckland | Kayak fishing | N | White Shark |
| 103 | 2020.00 | Unprovoked | NEW ZEALAND | North Island | Pauanui Beach | Surfing | N | White Shark |
| 112 | 2020.00 | Unprovoked | AUSTRALIA | Western Australia | Cull Island / Esperance | Scuba diving | Y | White Shark |
| 121 | 2019.00 | Provoked | AUSTRALIA | New South Wales | Shellharbour | Fishing | NaN | White Shark |
| 133 | 2019.00 | Watercraft | SOUTH AFRICA | Eastern Cape Province | East London | Kayaking fishing | N | White Shark |
| 134 | 2019.00 | Unprovoked | USA | California | San Onofre, San Diego County | Surfing | N | White Shark |
| 141 | 2019.00 | Unprovoked | AUSTRALIA | New South Wales | Lighthouse Beach | Surfing | N | White Shark |
| 142 | 2019.00 | Watercraft | USA | California | Ship Rock near Catalina, Los Angeles County | Kayaking | N | White Shark |
| 150 | 2019.00 | Unprovoked | AUSTRALIA | Western Australia | Burns Beach, Perth | Spearfishing | N | White Shark |
| 170 | 2019.00 | Unprovoked | NEW ZEALAND | Chatham Islands | Pitt Island or Chatham Island | Scuba diving | N | White Shark |
| 197 | 2019.00 | Unprovoked | USA | California | North Salmon Creek Beach, Sonoma County | Surfing | N | White Shark |
| 226 | 2019.00 | Unprovoked | USA | California | Sandspit Beach, Montaña de Oro State Park | Surfing | N | White Shark |
| 237 | 2018.00 | Unprovoked | SOUTH AFRICA | KwaZulu-Natal | Tinley Manor | Fishing | N | White Shark |
| 248 | 2018.00 | Unprovoked | NEW ZEALAND | North Island | Baylys Beach | Surfing | N | White Shark |
| 253 | 2018.00 | Unprovoked | USA | California | Beacons Beach, San Diego County | Diving | N | White Shark |
| 255 | 2018.00 | Watercraft | USA | California | Humboldt County | Fishing | N | White Shark |
| 261 | 2018.00 | Unprovoked | USA | Massachusetts | Newcomb Hollow Beach, Wellfleet, Barnstable Co... | Boogie boarding | Y | White Shark |
| 273 | 2018.00 | Unprovoked | USA | Massachusetts | Longnook Beach, Truro, Barnstable County | Swimming | N | White Shark |
| 292 | 2018.00 | Watercraft | USA | California | Oceanside, San Diego County | Paddling | N | White Shark |
| 317 | 2018.00 | Unprovoked | AUSTRALIA | Western Australia | South Point, Gracetown | Surfing | N | White Shark |
| 319 | 2018.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Robberg Beach, Plettenberg Bay | Surf-skiing | N | White Shark |
| 329 | 2018.00 | Unprovoked | SOUTH AFRICA | Eastern Cape Province | St. Francis Bay | Surfing | N | White Shark |
| 335 | 2018.00 | Unprovoked | AUSTRALIA | New South Wales | Little Congwong Beach, La Perouse | Swimming | N | White Shark |
| 345 | 2018.00 | Unprovoked | AUSTRALIA | New South Wales | Martin Islet | Free diving | N | White Shark |
| 355 | 2017.00 | Unprovoked | USA | California | Stillwater Cove, Monterey County | Spearfishing | N | White Shark |
| 367 | 2017.00 | Unprovoked | AUSTRALIA | South Australia | Normanville | Kayaking / Fishing | N | White Shark |
| 374 | 2017.00 | Unprovoked | AUSTRALIA | Western Australia | Gracetown | Surfing | N | White Shark |
| 382 | 2017.00 | Watercraft | AUSTRALIA | Westerm Australia | Esperance | Fishing | N | White Shark |
| 385 | 2017.00 | Unprovoked | AUSTRALIA | New South Wales | Iluka Beach | Surfing | N | White Shark |
| 392 | 2017.00 | Unprovoked | AUSTRALIA | Victoria | Cathedral Rock | Surfing | N | White Shark |
| 396 | 2017.00 | Unprovoked | USA | Massachusetts | Marconi Beach, Wellfleet, Barnstable County | SUP | N | White Shark |
| 401 | 2017.00 | Watercraft | USA | California | Between Pescadero Point & Bean Hollow Beach, S... | Fishing | N | White Shark |
| 412 | 2017.00 | Watercraft | USA | California | Stearns Wharf, Santa Barbara | Kayaking | N | White Shark |
| 413 | 2017.00 | Unprovoked | USA | California | Seal Rock, Goleta Beach, Santa Barbara | SUP | N | White Shark |
| 414 | 2017.00 | Unprovoked | USA | Washington | South Beach, Westport, Grays Harbor County | Surfing | N | White Shark |
| 416 | 2017.00 | Watercraft | USA | California | Santa Cruz, Santa Cruz County | Kayaking | N | White Shark |
| 419 | 2017.00 | Unprovoked | SOUTH AFRICA | Eastern Cape Province | Nahoon Reef, East London | Surfing | N | White Shark |
| 429 | 2017.00 | Unprovoked | AUSTRALIA | Western Australia | Point Casuarina, Bunbury | Body boarding | N | White Shark |
| 451 | 2017.00 | Unprovoked | AUSTRALIA | Western Australia | Kelpies near Wylie Bay | Surfing | Y | White Shark |
| 465 | 2017.00 | Watercraft | USA | California | Monterey Bay | Kayaking | N | White Shark |
| 490 | 2016.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Keurbooms Lagoon, Plettenberg Bay | Surf skiing | N | White Shark |
| 495 | 2016.00 | Unprovoked | AUSTRALIA | New South Wales | Booti Booti National Park | Surfing | N | White Shark |
| 504 | 2016.00 | Invalid | MEXICO | NaN | Guadalupe Island | Cage Diving | NaN | White Shark |
| 509 | 2016.00 | Unprovoked | AUSTRALIA | New South Wales | Lighthouse Beach, Ballina | Surfing | N | White Shark |
| 523 | 2016.00 | Unprovoked | USA | California | Refugio State Beach, Santa Barbara County | Spearfishing | N | White Shark |
| 534 | 2016.00 | Watercraft | AUSTRALIA | Western Australia | Near Albany | NaN | N | White Shark |
| 544 | 2016.00 | Unprovoked | USA | California | Surfside, Orange County | Kite surfing | N | White Shark |
| 548 | 2016.00 | Watercraft | USA | California | Capitola, Santa Cruz County | Fishing | N | White Shark |
| 550 | 2016.00 | Watercraft | USA | California | Off Palos Verdes peninsula, Los Angeles County | Fishing | N | White Shark |
| 556 | 2016.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Ryspunt | Spearfishing | N | White Shark |
| 569 | 2016.00 | Unprovoked | AUSTRALIA | Western Australia | Falcon Beach, Mandurah | Surfing | Y | White Shark |
| 582 | 2016.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Robberg Beach, Plettenberg Bay | Surf-skiing | N | White Shark |
| 619 | 2015.00 | Watercraft | SOUTH AFRICA | KwaZulu-Natal | Westbrook Beach | Fishing | N | White Shark |
| 625 | 2015.00 | Watercraft | AUSTRALIA | New South Wales | Lake Macquarie | Fishing | N | White Shark |
| 639 | 2015.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Stil Bay | Surfing | N | White Shark |
| 655 | 2015.00 | Watercraft | USA | California | Horseshoe Rock, Santa Barbara County | Kayak fishing | N | White Shark |
| 664 | 2015.00 | Unprovoked | USA | California | El Pescador Beach, Los Angeles County | Stand-Up Paddleboarding | N | White Shark |
| 666 | 2015.00 | Unprovoked | AUSTRALIA | New South Wales | Hallidays Point | Surf-skiing | N | White Shark |
| 670 | 2015.00 | Unprovoked | USA | California | Morro Strand State Beach, San Luis Obispo County | Surfing | N | White Shark |
| 671 | 2015.00 | Unprovoked | USA | California | Morro Bay, San Luis Obispo County | Surfing | N | White Shark |
| 676 | 2015.00 | Watercraft | USA | California | Santa Barbara County | Kayak Fishing | N | White Shark |
| 679 | 2015.00 | Unprovoked | AUSTRALIA | New South Wales | Evans Head | Surfing | N | White Shark |
| 684 | 2015.00 | Unprovoked | AUSTRALIA | Tasmania | Lachan Island, Mercury Passage | Scallop diving on hookah | Y | White Shark |
| 688 | 2015.00 | Unprovoked | SOUTH AFRICA | Eastern Cape Province | Jeffrey's Bay | Surfing | N | White Shark |
| 689 | 2015.00 | Unprovoked | USA | California | Huntington Beach, Orange County | Surfing | N | White Shark |
| 694 | 2015.00 | Unprovoked | AUSTRALIA | New South Wales | Lennox Head | Surfing | N | White Shark |
| 695 | 2015.00 | Unprovoked | AUSTRALIA | New South Wales | East Ballina | Body boarding | N | White Shark |
| 700 | 2015.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Buffels Bay near Knysna | Body Boarding | N | White Shark |
| 702 | 2015.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Lookout Beach, Plettenberg Bay | Surfing | N | White Shark |
| 707 | 2015.00 | Invalid | AUSTRALIA | Western Australia | Denmark | Surfing | N | White Shark |
| 726 | 2015.00 | Unprovoked | AUSTRALIA | New South Wales | Saltwater Beach | Surfing | N | White Shark |
| 727 | 2015.00 | Unprovoked | SOUTH AFRICA | Eastern Cape Province | Port St. John's | Diving | N | White Shark |
| 730 | 2015.00 | Unprovoked | AUSTRALIA | South Australia | Fishery Bay | Surfing | N | White Shark |
| 731 | 2015.00 | Unprovoked | AUSTRALIA | New South Wales | Belongil Beach, Byron Bay | Surf skiing | N | White Shark |
| 738 | 2015.00 | Watercraft | SOUTH AFRICA | Eastern Cape Province | Yellow Sands Point | Kayak Fishing | N | White Shark |
| 745 | 2015.00 | Watercraft | ATLANTIC OCEAN | NaN | NaN | Transatlantic Rowing | N | White Shark |
| 754 | 2015.00 | Watercraft | USA | Florida | Off Panama City | Fishing | N | White Shark |
| 763 | 2014.00 | Unprovoked | AUSTRALIA | Western Australia | Three Stripes near Cheynes Beach | Spearfishing | Y | White Shark |
| 766 | 2014.00 | Unprovoked | USA | California | Montaña de Oro State Park, San Luis Obispo Cou... | Surfing | N | White Shark |
| 773 | 2014.00 | Watercraft | AUSTRALIA | Western Australia | Freo | Fishing | N | White Shark |
| 774 | 2014.00 | Watercraft | USA | California | Franklin Point, San Mateo County | NaN | N | White Shark |
| 792 | 2014.00 | Watercraft | USA | California | Santa Barbara County | Kayaking | N | White Shark |
| 793 | 2014.00 | Watercraft | USA | California | Santa Barbara County | Kayaking | N | White Shark |
| 795 | 2014.00 | Unprovoked | AUSTRALIA | Western Australia | Kelpids Beach, Wylie Bay, Esperance | Surfing | N | White Shark |
| 801 | 2014.00 | Watercraft | USA | Massachusetts | Manomet Point, Plymouth, Plymouth County | Kayaking | N | White Shark |
| 823 | 2014.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Muizenberg | Surfing | N | White Shark |
| 834 | 2014.00 | Provoked | USA | California | Manhattan Beach, Los Angeles County | Swimming | N | White Shark |
| 854 | 2014.00 | Unprovoked | AUSTRALIA | South Australia | Elliston, Eyre Peninsula | Surfing | N | White Shark |
| 864 | 2014.00 | Watercraft | SOUTH AFRICA | NaN | NaN | Shark watching | N | White Shark |
| 868 | 2014.00 | Unprovoked | AUSTRALIA | New South Wales | Tathra | Swimming | Y | White Shark |
| 888 | 2014.00 | Watercraft | NEW ZEALAND | NaN | Stewart Island | Filming a documentary | N | White Shark |
| 890 | 2013.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Die Platt | Surfing | N | White Shark |
| 899 | 2013.00 | Unprovoked | USA | Oregon | Gleneden Beach, Lincoln County | Surfing | N | White Shark |
| 912 | 2013.00 | Unprovoked | SOUTH AFRICA | Eastern Cape Province | Albatros Point, near Jeffrey's Bay | Swimming / snorkeling | Y | White Shark |
| 913 | 2013.00 | Unprovoked | AUSTRALIA | Western Australia | Off Poison Creek, Cape Arid | Diving for Abalone | N | White Shark |
| 914 | 2013.00 | Unprovoked | USA | California | Bunkers, Humboldt Bay, Eureka, Humboldt County | Surfing | N | White Shark |
| 937 | 2013.00 | Unprovoked | USA | California | Pillar Point, Half-Moon Bay, San Mateo County | Surfing | N | White Shark |
| 960 | 2013.00 | Watercraft | USA | California | Pacific State , San Mateo County | Kayaking / Fishing | N | White Shark |
| 999 | 2013.00 | Unprovoked | NEW ZEALAND | North Island | Muriwai | Swimming | Y | White Shark |
| 1005 | 2013.00 | Watercraft | AUSTRALIA | Victoria | Cape Nelson | Fishing | N | White Shark |
| 1025 | 2012.00 | Unprovoked | USA | California | Humboldt Bay, Eureka, Humboldt County | Surfing | N | White Shark |
| 1027 | 2012.00 | Unprovoked | USA | California | Surf Beach, Lompoc, Santa Barbara County | Surfing | Y | White Shark |
| 1064 | 2012.00 | Unprovoked | AUSTRALIA | Western Australia | Off Wedge Island | Surfing | Y | White Shark |
| 1086 | 2012.00 | Unprovoked | AUSTRALIA | New South Wales | Redhead Beach, Newcastle | Surf skiing | N | White Shark |
| 1094 | 2012.00 | Watercraft | USA | California | Leffingwell Landing, Cambria, San Luis Obispo... | Kayaking / Fishing | N | White Shark |
| 1096 | 2012.00 | Unprovoked | USA | California | Off Catalina Island | Paddle boarding | N | White Shark |
| 1098 | 2012.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Caves near Kogel Bay | Body boarding | Y | White Shark |
| 1099 | 2012.00 | Watercraft | AUSTRALIA | South Australia | Dolphin Bay, Innes National Park | Kayaking | N | White Shark |
| 1102 | 2012.00 | Unprovoked | AUSTRALIA | Western Australia | Stratham Beach | Scuba diving | Y | White Shark |
| 1104 | 2012.00 | Watercraft | AUSTRALIA | Western Australia | Kalbarri | Crayfishing | N | White Shark |
| 1117 | 2012.00 | Watercraft | SOUTH AFRICA | Western Cape Province | Strandfontein | Fishing | N | White Shark |
| 1123 | 2012.00 | Unprovoked | AUSTRALIA | New South Wales | Redhead Beach | Surfing | N | White Shark |
| 1125 | 2012.00 | Unprovoked | USA | Oregon | Lincoln City, Lincoln County | Surfing | N | White Shark |
| 1134 | 2011.00 | Unprovoked | AUSTRALIA | New South Wales | Angourie | Surfing | N | White Shark |
| 1142 | 2011.00 | Watercraft | USA | California | Pigeon Point | Kayaking | N | White Shark |
| 1146 | 2011.00 | Unprovoked | USA | California | Marina State Beach, Monterey County | Surfing | N | White Shark |
| 1149 | 2011.00 | Unprovoked | AUSTRALIA | Western Australia | Rottnest Island | Diving | Y | White Shark |
| 1150 | 2011.00 | Unprovoked | USA | Oregon | Newport, Lincoln County | Surfing | N | White Shark |
| 1160 | 2011.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Clovely Beach | Swimming | N | White Shark |
| 1170 | 2011.00 | Unprovoked | AUSTRALIA | Western Australia | Bunker Bay | Body boarding | Y | White Shark |
| 1178 | 2011.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Lookout Beach, near the Keurbooms river mouth ... | Surfing | Y | White Shark |
| 1192 | 2011.00 | Unprovoked | SOUTH AFRICA | Eastern Cape Province | Cintza Beach, East London | Surfing | N | White Shark |
| 1217 | 2011.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Robberg Beach | Surfing | N | White Shark |
| 1244 | 2011.00 | Unprovoked | AUSTRALIA | South Australia | Off Perforated Island near Coffin Bay | Diving for abalone | Y | White Shark |
| 1255 | 2011.00 | Watercraft | AUSTRALIA | Western Australia | Busselton | Fishing | N | White Shark |
| 1270 | 2010.00 | Watercraft | AUSTRALIA | Western Australia | Between Carnac and Garden Islands | Fishing | N | White Shark |
| 1271 | 2010.00 | Unprovoked | AUSTRALIA | Western Australia | Off Garden Island | Snorkeling | N | White Shark |
| 1277 | 2010.00 | Unprovoked | USA | California | Surf Beach, Vandenberg AFB, Santa Barbara County | Body boarding | Y | White Shark |
| 1283 | 2010.00 | Unprovoked | USA | Oregon | Winchester Bay | Surfing | N | White Shark |
| 1285 | 2010.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Between Dyer Island and Pearly Beach | Swimming | Y | White Shark |
| 1295 | 2010.00 | Unprovoked | AUSTRALIA | Western Australia | Cowaramup Bay | Surfing | Y | White Shark |
| 1296 | 2010.00 | Watercraft | USA | California | Pigeon Point, San Mateo County | Kayak Fishing | N | White Shark |
| 1303 | 2010.00 | Watercraft | USA | California | Near oil rig Hondo, 5 nm from Gaviota, Santa B... | Kayaking | N | White Shark |
| 1341 | 2010.00 | Unprovoked | AUSTRALIA | New South Wales | Turners' Beach | Body boarding | N | White Shark |
| 1350 | 2010.00 | Unprovoked | SOUTH AFRICA | Western Province | Fish Hoek | Standing | Y | White Shark |
white_shark.iloc[[8,17,56],[6]] = 'N'
white_shark.iloc[[10],[4]] = 'Stanley'
white_shark.iloc[[56],[3]] = 'Baja California'
white_shark.iloc[[59],[5]] = 'Free diving'
white_shark.iloc[[77],[4]] = 'Jeffreys Bay'
white_shark.iloc[[85],[4]] = 'Port St. Johns'
white_shark.iloc[[89],[3,4]] = 'Atlantic Ocean'
white_shark.iloc[[93],[4]] = 'Fremantle'
white_shark.iloc[[94],[5]] = 'Boat attack'
white_shark.iloc[[102],[3,4]] = 'South Africa'
white_shark.iloc[[104],[3]] = 'Southland'
white_shark.iloc[[107],[4]] = 'Albatros Point, near Jeffreys Bay'
white_shark.iloc[[147],[4]] = 'Turners Beach'
white_shark
| Year | Type | Country | State | Location | Activity | Fatal | Species | |
|---|---|---|---|---|---|---|---|---|
| 15 | 2020.00 | Unprovoked | USA | California | Coronado, San Diego County | Swimming | N | White Shark |
| 21 | 2020.00 | Unprovoked | AUSTRALIA | South Australia | Kangaroo Island | Surfing | N | White Shark |
| 40 | 2020.00 | Unprovoked | AUSTRALIA | New South Wales | Cabarita Beach | Foil-boarding | N | White Shark |
| 45 | 2020.00 | Unprovoked | AUSTRALIA | Queensland | Greenmount Beach, Coolangatta | Surfing | Y | White Shark |
| 48 | 2020.00 | Watercraft | AUSTRALIA | New South Wales | Forster | Fishing / Filming sharks feeding on whale carcass | N | White Shark |
| 50 | 2020.00 | Unprovoked | USA | California | Shelter Cove, Humboldt County | Kayak fishing | N | White Shark |
| 55 | 2020.00 | Unprovoked | AUSTRALIA | New South Wales | Shelly Beach, Port Macquarie | Surfing | N | White Shark |
| 60 | 2020.00 | Unprovoked | AUSTRALIA | Western Australia | Bunker Bay Beach | Surfing | N | White Shark |
| 62 | 2020.00 | Watercraft | AUSTRALIA | Tasmania | Tenth Island | Sightseeing | N | White Shark |
| 64 | 2020.00 | Unprovoked | USA | Maine | Bailey Island, Cumberland County | Swimming | Y | White Shark |
| 69 | 2020.00 | Unprovoked | AUSTRALIA | Tasmania | Stanley | Fishing | N | White Shark |
| 72 | 2020.00 | Unprovoked | AUSTRALIA | New South Wales | Wilsons Headland | Surfing | Y | White Shark |
| 80 | 2020.00 | Unprovoked | AUSTRALIA | New South Wales | Salt Beach near Kingscliff | Surfing | Y | White Shark |
| 89 | 2020.00 | Unprovoked | USA | California | Sand Dollar Beach, Santa Cruz County | Surfing | Y | White Shark |
| 101 | 2020.00 | Provoked | NEW ZEALAND | North Island | Stanmore Bay, Auckland | Kayak fishing | N | White Shark |
| 103 | 2020.00 | Unprovoked | NEW ZEALAND | North Island | Pauanui Beach | Surfing | N | White Shark |
| 112 | 2020.00 | Unprovoked | AUSTRALIA | Western Australia | Cull Island / Esperance | Scuba diving | Y | White Shark |
| 121 | 2019.00 | Provoked | AUSTRALIA | New South Wales | Shellharbour | Fishing | N | White Shark |
| 133 | 2019.00 | Watercraft | SOUTH AFRICA | Eastern Cape Province | East London | Kayaking fishing | N | White Shark |
| 134 | 2019.00 | Unprovoked | USA | California | San Onofre, San Diego County | Surfing | N | White Shark |
| 141 | 2019.00 | Unprovoked | AUSTRALIA | New South Wales | Lighthouse Beach | Surfing | N | White Shark |
| 142 | 2019.00 | Watercraft | USA | California | Ship Rock near Catalina, Los Angeles County | Kayaking | N | White Shark |
| 150 | 2019.00 | Unprovoked | AUSTRALIA | Western Australia | Burns Beach, Perth | Spearfishing | N | White Shark |
| 170 | 2019.00 | Unprovoked | NEW ZEALAND | Chatham Islands | Pitt Island or Chatham Island | Scuba diving | N | White Shark |
| 197 | 2019.00 | Unprovoked | USA | California | North Salmon Creek Beach, Sonoma County | Surfing | N | White Shark |
| 226 | 2019.00 | Unprovoked | USA | California | Sandspit Beach, Montaña de Oro State Park | Surfing | N | White Shark |
| 237 | 2018.00 | Unprovoked | SOUTH AFRICA | KwaZulu-Natal | Tinley Manor | Fishing | N | White Shark |
| 248 | 2018.00 | Unprovoked | NEW ZEALAND | North Island | Baylys Beach | Surfing | N | White Shark |
| 253 | 2018.00 | Unprovoked | USA | California | Beacons Beach, San Diego County | Diving | N | White Shark |
| 255 | 2018.00 | Watercraft | USA | California | Humboldt County | Fishing | N | White Shark |
| 261 | 2018.00 | Unprovoked | USA | Massachusetts | Newcomb Hollow Beach, Wellfleet, Barnstable Co... | Boogie boarding | Y | White Shark |
| 273 | 2018.00 | Unprovoked | USA | Massachusetts | Longnook Beach, Truro, Barnstable County | Swimming | N | White Shark |
| 292 | 2018.00 | Watercraft | USA | California | Oceanside, San Diego County | Paddling | N | White Shark |
| 317 | 2018.00 | Unprovoked | AUSTRALIA | Western Australia | South Point, Gracetown | Surfing | N | White Shark |
| 319 | 2018.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Robberg Beach, Plettenberg Bay | Surf-skiing | N | White Shark |
| 329 | 2018.00 | Unprovoked | SOUTH AFRICA | Eastern Cape Province | St. Francis Bay | Surfing | N | White Shark |
| 335 | 2018.00 | Unprovoked | AUSTRALIA | New South Wales | Little Congwong Beach, La Perouse | Swimming | N | White Shark |
| 345 | 2018.00 | Unprovoked | AUSTRALIA | New South Wales | Martin Islet | Free diving | N | White Shark |
| 355 | 2017.00 | Unprovoked | USA | California | Stillwater Cove, Monterey County | Spearfishing | N | White Shark |
| 367 | 2017.00 | Unprovoked | AUSTRALIA | South Australia | Normanville | Kayaking / Fishing | N | White Shark |
| 374 | 2017.00 | Unprovoked | AUSTRALIA | Western Australia | Gracetown | Surfing | N | White Shark |
| 382 | 2017.00 | Watercraft | AUSTRALIA | Westerm Australia | Esperance | Fishing | N | White Shark |
| 385 | 2017.00 | Unprovoked | AUSTRALIA | New South Wales | Iluka Beach | Surfing | N | White Shark |
| 392 | 2017.00 | Unprovoked | AUSTRALIA | Victoria | Cathedral Rock | Surfing | N | White Shark |
| 396 | 2017.00 | Unprovoked | USA | Massachusetts | Marconi Beach, Wellfleet, Barnstable County | SUP | N | White Shark |
| 401 | 2017.00 | Watercraft | USA | California | Between Pescadero Point & Bean Hollow Beach, S... | Fishing | N | White Shark |
| 412 | 2017.00 | Watercraft | USA | California | Stearns Wharf, Santa Barbara | Kayaking | N | White Shark |
| 413 | 2017.00 | Unprovoked | USA | California | Seal Rock, Goleta Beach, Santa Barbara | SUP | N | White Shark |
| 414 | 2017.00 | Unprovoked | USA | Washington | South Beach, Westport, Grays Harbor County | Surfing | N | White Shark |
| 416 | 2017.00 | Watercraft | USA | California | Santa Cruz, Santa Cruz County | Kayaking | N | White Shark |
| 419 | 2017.00 | Unprovoked | SOUTH AFRICA | Eastern Cape Province | Nahoon Reef, East London | Surfing | N | White Shark |
| 429 | 2017.00 | Unprovoked | AUSTRALIA | Western Australia | Point Casuarina, Bunbury | Body boarding | N | White Shark |
| 451 | 2017.00 | Unprovoked | AUSTRALIA | Western Australia | Kelpies near Wylie Bay | Surfing | Y | White Shark |
| 465 | 2017.00 | Watercraft | USA | California | Monterey Bay | Kayaking | N | White Shark |
| 490 | 2016.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Keurbooms Lagoon, Plettenberg Bay | Surf skiing | N | White Shark |
| 495 | 2016.00 | Unprovoked | AUSTRALIA | New South Wales | Booti Booti National Park | Surfing | N | White Shark |
| 504 | 2016.00 | Invalid | MEXICO | Baja California | Guadalupe Island | Cage Diving | N | White Shark |
| 509 | 2016.00 | Unprovoked | AUSTRALIA | New South Wales | Lighthouse Beach, Ballina | Surfing | N | White Shark |
| 523 | 2016.00 | Unprovoked | USA | California | Refugio State Beach, Santa Barbara County | Spearfishing | N | White Shark |
| 534 | 2016.00 | Watercraft | AUSTRALIA | Western Australia | Near Albany | Free diving | N | White Shark |
| 544 | 2016.00 | Unprovoked | USA | California | Surfside, Orange County | Kite surfing | N | White Shark |
| 548 | 2016.00 | Watercraft | USA | California | Capitola, Santa Cruz County | Fishing | N | White Shark |
| 550 | 2016.00 | Watercraft | USA | California | Off Palos Verdes peninsula, Los Angeles County | Fishing | N | White Shark |
| 556 | 2016.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Ryspunt | Spearfishing | N | White Shark |
| 569 | 2016.00 | Unprovoked | AUSTRALIA | Western Australia | Falcon Beach, Mandurah | Surfing | Y | White Shark |
| 582 | 2016.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Robberg Beach, Plettenberg Bay | Surf-skiing | N | White Shark |
| 619 | 2015.00 | Watercraft | SOUTH AFRICA | KwaZulu-Natal | Westbrook Beach | Fishing | N | White Shark |
| 625 | 2015.00 | Watercraft | AUSTRALIA | New South Wales | Lake Macquarie | Fishing | N | White Shark |
| 639 | 2015.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Stil Bay | Surfing | N | White Shark |
| 655 | 2015.00 | Watercraft | USA | California | Horseshoe Rock, Santa Barbara County | Kayak fishing | N | White Shark |
| 664 | 2015.00 | Unprovoked | USA | California | El Pescador Beach, Los Angeles County | Stand-Up Paddleboarding | N | White Shark |
| 666 | 2015.00 | Unprovoked | AUSTRALIA | New South Wales | Hallidays Point | Surf-skiing | N | White Shark |
| 670 | 2015.00 | Unprovoked | USA | California | Morro Strand State Beach, San Luis Obispo County | Surfing | N | White Shark |
| 671 | 2015.00 | Unprovoked | USA | California | Morro Bay, San Luis Obispo County | Surfing | N | White Shark |
| 676 | 2015.00 | Watercraft | USA | California | Santa Barbara County | Kayak Fishing | N | White Shark |
| 679 | 2015.00 | Unprovoked | AUSTRALIA | New South Wales | Evans Head | Surfing | N | White Shark |
| 684 | 2015.00 | Unprovoked | AUSTRALIA | Tasmania | Lachan Island, Mercury Passage | Scallop diving on hookah | Y | White Shark |
| 688 | 2015.00 | Unprovoked | SOUTH AFRICA | Eastern Cape Province | Jeffreys Bay | Surfing | N | White Shark |
| 689 | 2015.00 | Unprovoked | USA | California | Huntington Beach, Orange County | Surfing | N | White Shark |
| 694 | 2015.00 | Unprovoked | AUSTRALIA | New South Wales | Lennox Head | Surfing | N | White Shark |
| 695 | 2015.00 | Unprovoked | AUSTRALIA | New South Wales | East Ballina | Body boarding | N | White Shark |
| 700 | 2015.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Buffels Bay near Knysna | Body Boarding | N | White Shark |
| 702 | 2015.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Lookout Beach, Plettenberg Bay | Surfing | N | White Shark |
| 707 | 2015.00 | Invalid | AUSTRALIA | Western Australia | Denmark | Surfing | N | White Shark |
| 726 | 2015.00 | Unprovoked | AUSTRALIA | New South Wales | Saltwater Beach | Surfing | N | White Shark |
| 727 | 2015.00 | Unprovoked | SOUTH AFRICA | Eastern Cape Province | Port St. Johns | Diving | N | White Shark |
| 730 | 2015.00 | Unprovoked | AUSTRALIA | South Australia | Fishery Bay | Surfing | N | White Shark |
| 731 | 2015.00 | Unprovoked | AUSTRALIA | New South Wales | Belongil Beach, Byron Bay | Surf skiing | N | White Shark |
| 738 | 2015.00 | Watercraft | SOUTH AFRICA | Eastern Cape Province | Yellow Sands Point | Kayak Fishing | N | White Shark |
| 745 | 2015.00 | Watercraft | ATLANTIC OCEAN | Atlantic Ocean | Atlantic Ocean | Transatlantic Rowing | N | White Shark |
| 754 | 2015.00 | Watercraft | USA | Florida | Off Panama City | Fishing | N | White Shark |
| 763 | 2014.00 | Unprovoked | AUSTRALIA | Western Australia | Three Stripes near Cheynes Beach | Spearfishing | Y | White Shark |
| 766 | 2014.00 | Unprovoked | USA | California | Montaña de Oro State Park, San Luis Obispo Cou... | Surfing | N | White Shark |
| 773 | 2014.00 | Watercraft | AUSTRALIA | Western Australia | Fremantle | Fishing | N | White Shark |
| 774 | 2014.00 | Watercraft | USA | California | Franklin Point, San Mateo County | Boat attack | N | White Shark |
| 792 | 2014.00 | Watercraft | USA | California | Santa Barbara County | Kayaking | N | White Shark |
| 793 | 2014.00 | Watercraft | USA | California | Santa Barbara County | Kayaking | N | White Shark |
| 795 | 2014.00 | Unprovoked | AUSTRALIA | Western Australia | Kelpids Beach, Wylie Bay, Esperance | Surfing | N | White Shark |
| 801 | 2014.00 | Watercraft | USA | Massachusetts | Manomet Point, Plymouth, Plymouth County | Kayaking | N | White Shark |
| 823 | 2014.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Muizenberg | Surfing | N | White Shark |
| 834 | 2014.00 | Provoked | USA | California | Manhattan Beach, Los Angeles County | Swimming | N | White Shark |
| 854 | 2014.00 | Unprovoked | AUSTRALIA | South Australia | Elliston, Eyre Peninsula | Surfing | N | White Shark |
| 864 | 2014.00 | Watercraft | SOUTH AFRICA | South Africa | South Africa | Shark watching | N | White Shark |
| 868 | 2014.00 | Unprovoked | AUSTRALIA | New South Wales | Tathra | Swimming | Y | White Shark |
| 888 | 2014.00 | Watercraft | NEW ZEALAND | Southland | Stewart Island | Filming a documentary | N | White Shark |
| 890 | 2013.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Die Platt | Surfing | N | White Shark |
| 899 | 2013.00 | Unprovoked | USA | Oregon | Gleneden Beach, Lincoln County | Surfing | N | White Shark |
| 912 | 2013.00 | Unprovoked | SOUTH AFRICA | Eastern Cape Province | Albatros Point, near Jeffreys Bay | Swimming / snorkeling | Y | White Shark |
| 913 | 2013.00 | Unprovoked | AUSTRALIA | Western Australia | Off Poison Creek, Cape Arid | Diving for Abalone | N | White Shark |
| 914 | 2013.00 | Unprovoked | USA | California | Bunkers, Humboldt Bay, Eureka, Humboldt County | Surfing | N | White Shark |
| 937 | 2013.00 | Unprovoked | USA | California | Pillar Point, Half-Moon Bay, San Mateo County | Surfing | N | White Shark |
| 960 | 2013.00 | Watercraft | USA | California | Pacific State , San Mateo County | Kayaking / Fishing | N | White Shark |
| 999 | 2013.00 | Unprovoked | NEW ZEALAND | North Island | Muriwai | Swimming | Y | White Shark |
| 1005 | 2013.00 | Watercraft | AUSTRALIA | Victoria | Cape Nelson | Fishing | N | White Shark |
| 1025 | 2012.00 | Unprovoked | USA | California | Humboldt Bay, Eureka, Humboldt County | Surfing | N | White Shark |
| 1027 | 2012.00 | Unprovoked | USA | California | Surf Beach, Lompoc, Santa Barbara County | Surfing | Y | White Shark |
| 1064 | 2012.00 | Unprovoked | AUSTRALIA | Western Australia | Off Wedge Island | Surfing | Y | White Shark |
| 1086 | 2012.00 | Unprovoked | AUSTRALIA | New South Wales | Redhead Beach, Newcastle | Surf skiing | N | White Shark |
| 1094 | 2012.00 | Watercraft | USA | California | Leffingwell Landing, Cambria, San Luis Obispo... | Kayaking / Fishing | N | White Shark |
| 1096 | 2012.00 | Unprovoked | USA | California | Off Catalina Island | Paddle boarding | N | White Shark |
| 1098 | 2012.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Caves near Kogel Bay | Body boarding | Y | White Shark |
| 1099 | 2012.00 | Watercraft | AUSTRALIA | South Australia | Dolphin Bay, Innes National Park | Kayaking | N | White Shark |
| 1102 | 2012.00 | Unprovoked | AUSTRALIA | Western Australia | Stratham Beach | Scuba diving | Y | White Shark |
| 1104 | 2012.00 | Watercraft | AUSTRALIA | Western Australia | Kalbarri | Crayfishing | N | White Shark |
| 1117 | 2012.00 | Watercraft | SOUTH AFRICA | Western Cape Province | Strandfontein | Fishing | N | White Shark |
| 1123 | 2012.00 | Unprovoked | AUSTRALIA | New South Wales | Redhead Beach | Surfing | N | White Shark |
| 1125 | 2012.00 | Unprovoked | USA | Oregon | Lincoln City, Lincoln County | Surfing | N | White Shark |
| 1134 | 2011.00 | Unprovoked | AUSTRALIA | New South Wales | Angourie | Surfing | N | White Shark |
| 1142 | 2011.00 | Watercraft | USA | California | Pigeon Point | Kayaking | N | White Shark |
| 1146 | 2011.00 | Unprovoked | USA | California | Marina State Beach, Monterey County | Surfing | N | White Shark |
| 1149 | 2011.00 | Unprovoked | AUSTRALIA | Western Australia | Rottnest Island | Diving | Y | White Shark |
| 1150 | 2011.00 | Unprovoked | USA | Oregon | Newport, Lincoln County | Surfing | N | White Shark |
| 1160 | 2011.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Clovely Beach | Swimming | N | White Shark |
| 1170 | 2011.00 | Unprovoked | AUSTRALIA | Western Australia | Bunker Bay | Body boarding | Y | White Shark |
| 1178 | 2011.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Lookout Beach, near the Keurbooms river mouth ... | Surfing | Y | White Shark |
| 1192 | 2011.00 | Unprovoked | SOUTH AFRICA | Eastern Cape Province | Cintza Beach, East London | Surfing | N | White Shark |
| 1217 | 2011.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Robberg Beach | Surfing | N | White Shark |
| 1244 | 2011.00 | Unprovoked | AUSTRALIA | South Australia | Off Perforated Island near Coffin Bay | Diving for abalone | Y | White Shark |
| 1255 | 2011.00 | Watercraft | AUSTRALIA | Western Australia | Busselton | Fishing | N | White Shark |
| 1270 | 2010.00 | Watercraft | AUSTRALIA | Western Australia | Between Carnac and Garden Islands | Fishing | N | White Shark |
| 1271 | 2010.00 | Unprovoked | AUSTRALIA | Western Australia | Off Garden Island | Snorkeling | N | White Shark |
| 1277 | 2010.00 | Unprovoked | USA | California | Surf Beach, Vandenberg AFB, Santa Barbara County | Body boarding | Y | White Shark |
| 1283 | 2010.00 | Unprovoked | USA | Oregon | Winchester Bay | Surfing | N | White Shark |
| 1285 | 2010.00 | Unprovoked | SOUTH AFRICA | Western Cape Province | Between Dyer Island and Pearly Beach | Swimming | Y | White Shark |
| 1295 | 2010.00 | Unprovoked | AUSTRALIA | Western Australia | Cowaramup Bay | Surfing | Y | White Shark |
| 1296 | 2010.00 | Watercraft | USA | California | Pigeon Point, San Mateo County | Kayak Fishing | N | White Shark |
| 1303 | 2010.00 | Watercraft | USA | California | Near oil rig Hondo, 5 nm from Gaviota, Santa B... | Kayaking | N | White Shark |
| 1341 | 2010.00 | Unprovoked | AUSTRALIA | New South Wales | Turners Beach | Body boarding | N | White Shark |
| 1350 | 2010.00 | Unprovoked | SOUTH AFRICA | Western Province | Fish Hoek | Standing | Y | White Shark |
white_shark.isnull().sum()
Year 0 Type 0 Country 0 State 0 Location 0 Activity 0 Fatal 0 Species 0 dtype: int64
white_shark.info()
<class 'pandas.core.frame.DataFrame'> Int64Index: 149 entries, 15 to 1350 Data columns (total 8 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Year 149 non-null float64 1 Type 149 non-null object 2 Country 149 non-null object 3 State 149 non-null object 4 Location 149 non-null object 5 Activity 149 non-null object 6 Fatal 149 non-null object 7 Species 149 non-null object dtypes: float64(1), object(7) memory usage: 10.5+ KB
white_shark.shape
(149, 8)
white_shark['Fatal'].count()
149
white_shark[white_shark['Fatal']=='Y'].count()
Year 26 Type 26 Country 26 State 26 Location 26 Activity 26 Fatal 26 Species 26 dtype: int64
cols_to_include_1 = ['Year','Type','Country','State','Location','Activity', 'Fatal','Species']
df1= white_shark[cols_to_include_1]
key_vars = ['Type','Country','State','Location','Activity','Fatal','Species']
white_shark_df = df1[df1.Year.isin(range(2010,2021))]
white_shark_df.head()
| Year | Type | Country | State | Location | Activity | Fatal | Species | |
|---|---|---|---|---|---|---|---|---|
| 15 | 2020.00 | Unprovoked | USA | California | Coronado, San Diego County | Swimming | N | White Shark |
| 21 | 2020.00 | Unprovoked | AUSTRALIA | South Australia | Kangaroo Island | Surfing | N | White Shark |
| 40 | 2020.00 | Unprovoked | AUSTRALIA | New South Wales | Cabarita Beach | Foil-boarding | N | White Shark |
| 45 | 2020.00 | Unprovoked | AUSTRALIA | Queensland | Greenmount Beach, Coolangatta | Surfing | Y | White Shark |
| 48 | 2020.00 | Watercraft | AUSTRALIA | New South Wales | Forster | Fishing / Filming sharks feeding on whale carcass | N | White Shark |
sns.countplot(x='Species', hue='Fatal',data=white_shark_df)
<AxesSubplot:xlabel='Species', ylabel='count'>
tiger_shark = sharks[sharks['Species']=='Tiger Shark']
tiger_shark
| Year | Type | Country | State | Location | Activity | Fatal | Species | |
|---|---|---|---|---|---|---|---|---|
| 17 | 2020.00 | Unprovoked | ST MARTIN | NaN | Orient Beach | Swimming | Y | Tiger Shark |
| 19 | 2020.00 | Unprovoked | USA | Hawaii | Honolua Bay | Surfing | Y | Tiger Shark |
| 24 | 2020.00 | Unprovoked | NEW CALEDONIA | South Province | St. Vincent Bay | Snorkeling | N | Tiger Shark |
| 25 | 2020.00 | Unprovoked | AUSTRALIA | Western Australia | Cable Beach | Body boarding | Y | Tiger Shark |
| 79 | 2020.00 | Unprovoked | NEW CALEDONIA | South Province | Plateau de Ricaudy, Nouméa | Windsurfing | Y | Tiger Shark |
| 83 | 2020.00 | Unprovoked | USA | Hawaii | Davidsons Beach, Kauai | Surfing | N | Tiger Shark |
| 104 | 2020.00 | Unprovoked | USA | Maui | Wailea | Stand-Up Paddle boarding | N | Tiger Shark |
| 122 | 2019.00 | Questionable | REUNION ISLAND | NaN | NaN | Kayaking | F | Tiger Shark |
| 124 | 2019.00 | Unprovoked | USA | Hawaii | Cove Park, Kihei, Maui | Stand-Up Paddleboarding | N | Tiger Shark |
| 135 | 2019.00 | Questionable | REUNION ISLAND | Saint-Gilles | L’Hermitage Lagoon | Snorkeling | Y | Tiger Shark |
| 136 | 2019.00 | Unprovoked | AUSTRALIA | Queensland | Off Airlie Beach, Whitsundays | Snorkeling | N | Tiger Shark |
| 192 | 2019.00 | Unprovoked | FIJI | NaN | Beqa | Scuba diving | N | Tiger Shark |
| 201 | 2019.00 | Unprovoked | USA | Hawaii | Anaehoomalu Bay, Hawaii | Kayaking | N | Tiger Shark |
| 204 | 2019.00 | Questionable | USA | Hawaii | North Koahala, Big Island | Picking opihi | N | Tiger Shark |
| 218 | 2019.00 | Unprovoked | USA | Hawaii | Hanalei Bay, Kauai | Surfing | N | Tiger Shark |
| 227 | 2018.00 | Unprovoked | MEXICO | Sonora | Southeast of Puerto Peñasco | Diving | Y | Tiger Shark |
| 236 | 2018.00 | Watercraft | AUSTRALIA | Queensland | Moffat Beach | Kayaking | N | Tiger Shark |
| 263 | 2018.00 | Unprovoked | USA | Hawaii | Pounders Beach, Oahu | Stand-Up Paddleboarding | N | Tiger Shark |
| 277 | 2018.00 | Unprovoked | EGYPT | NaN | Marsa Alam | Snorkeling | Y | Tiger Shark |
| 297 | 2018.00 | Provoked | MEXICO | Colima | La Ticla | Free diving | N | Tiger Shark |
| 299 | 2018.00 | Unprovoked | BRAZIL | Pernambuco | Piedade Beach, Recife | Swimming | Y | Tiger Shark |
| 313 | 2018.00 | Unprovoked | COSTA RICA | Cocos Island | Manuelita | Scuba diving | N | Tiger Shark |
| 318 | 2018.00 | Unprovoked | MALDIVES | Alifu Alifu Atoll | Madoogali | Fishing | N | Tiger Shark |
| 325 | 2018.00 | Unprovoked | BAHAMAS | New Providence | Nirvana Beach | Surfing | N | Tiger Shark |
| 330 | 2018.00 | Unprovoked | USA | Hawaii | Kukio Beach | Stand-Up Paddleboarding | N | Tiger Shark |
| 348 | 2017.00 | Unprovoked | USA | Hawaii | Hultin's Beach, Oahu | Surfing | N | Tiger Shark |
| 359 | 2017.00 | Unprovoked | CUBA | Holquin Province | Guardalavaca Beach | Night bathing | Y | Tiger Shark |
| 370 | 2017.00 | Unprovoked | USA | Hawaii | Davidsons Beach, Kekaha, Kauai | Surfing | N | Tiger Shark |
| 418 | 2017.00 | Provoked | MEXICO | Tabasco | Sánchez Magallanes, Cárdenas | Fishing | N | Tiger Shark |
| 434 | 2017.00 | Unprovoked | BAHAMAS | New Providence | Athol Island | Snorkeling | N | Tiger Shark |
| 436 | 2017.00 | Unprovoked | USA | Florida | Off Jupiter | Feeding sharks | N | Tiger Shark |
| 452 | 2017.00 | Unprovoked | USA | Hawaii | Kekaha Beach, Kauai | Surfing | N | Tiger Shark |
| 476 | 2017.00 | Watercraft | SOUTH AFRICA | KwaZulu-Natal | Eastmoor Crescent Beach | Fishing | N | Tiger Shark |
| 497 | 2016.00 | Unprovoked | USA | Hawaii | Kamaole Beach Park I, Maui | Floating | N | Tiger Shark |
| 518 | 2016.00 | Unprovoked | USA | Hawaii | Makaha, Oahu | Swimming | N | Tiger Shark |
| 530 | 2016.00 | Unprovoked | USA | Hawaii | Maui | SUP Foil boarding | N | Tiger Shark |
| 541 | 2016.00 | Watercraft | USA | Alabama | 8 miles off Mobile | Fishing | N | Tiger Shark |
| 587 | 2016.00 | Unprovoked | NEW CALEDONIA | Grand Terre | Poe Beach | Walking | Y | Tiger Shark |
| 615 | 2016.00 | Unprovoked | USA | Hawaii | Wailea Beach, Maui | Paddle boarding | N | Tiger Shark |
| 623 | 2015.00 | Unprovoked | BRAZIL | Pernambuco | Fernano de Noronha | Scuba diving | N | Tiger Shark |
| 644 | 2015.00 | Unprovoked | USA | Hawaii | Lanikai Beach, Kailua, Oahu | Swimming | N | Tiger Shark |
| 647 | 2015.00 | Unprovoked | USA | Hawaii | Leftovers, Oahu | Surfing | N | Tiger Shark |
| 657 | 2015.00 | Unprovoked | USA | Hawaii | Upolu Point, North Kohala, Big Island | Spearfishing | N | Tiger Shark |
| 669 | 2015.00 | Unprovoked | FIJI | NaN | NaN | Spearfishing | N | Tiger Shark |
| 740 | 2015.00 | Unprovoked | USA | Hawaii | Hapuna Beach | Standing / Snorkeling | N | Tiger Shark |
| 746 | 2015.00 | Unprovoked | REUNION | d’Étang-Salé | Ravine Mula | Swimming | Y | Tiger Shark |
| 769 | 2014.00 | Unprovoked | AUSTRALIA | Queensland | Rudder Reef | Spearfishing | Y | Tiger Shark |
| 779 | 2014.00 | Unprovoked | USA | Hawaii | North Kohala, Hawaii County | Surfing | N | Tiger Shark |
| 781 | 2014.00 | Unprovoked | USA | Hawaii | Kihei, Maui | Stand-Up Paddleboarding | N | Tiger Shark |
| 892 | 2013.00 | Unprovoked | USA | Hawaii | Ninole Bay, Hawaii County | Boogie boarding | N | Tiger Shark |
| 896 | 2013.00 | Unprovoked | AUSTRALIA | New South Wales | Riecks Point, Campbell’s Beach, | Body boarding | Y | Tiger Shark |
| 904 | 2013.00 | Unprovoked | USA | Hawaii | Kanaha Beach, Maui | Kiteboarding | N | Tiger Shark |
| 910 | 2013.00 | Unprovoked | USA | Hawaii | Pila'a Beach, Kaua'i | Surfing | N | Tiger Shark |
| 938 | 2013.00 | Unprovoked | USA | Hawaii | Makenat, Maui | Snorkeling | Y | Tiger Shark |
| 947 | 2013.00 | Unprovoked | USA | Hawaii | White Plains Beach, Oahu | Surfing | N | Tiger Shark |
| 963 | 2013.00 | Unprovoked | USA | Hawaii | Kona Coast State Park | Swimming | N | Tiger Shark |
| 979 | 2013.00 | Unprovoked | MEXICO | Quintana Roo | Seagull Beach, Cancun | Swimming | N | Tiger Shark |
| 995 | 2013.00 | Unprovoked | JAMAICA | St. Catherine | Pillikin Red Light area | Spearfishing | Y | Tiger Shark |
| 1008 | 2013.00 | Unprovoked | USA | Hawaii | Kiholo Bay | Surfing | N | Tiger Shark |
| 1014 | 2012.00 | Unprovoked | SOUTH AFRICA | Eastern Cape Province | Port St. John's | Swimming | Y | Tiger Shark |
| 1015 | 2012.00 | Unprovoked | AUSTRALIA | Western Australia | Trigg Beach | Surfing | N | Tiger Shark |
| 1019 | 2012.00 | Unprovoked | USA | Hawaii | Kihei, Maui | Snorkeling | N | Tiger Shark |
| 1023 | 2012.00 | Unprovoked | USA | Hawaii | Makena Landing, Maui | Diving | N | Tiger Shark |
| 1024 | 2012.00 | Unprovoked | USA | Hawaii | Davidson's Surf Break, Kekaha, Kaua'i | Surfing | N | Tiger Shark |
| 1026 | 2012.00 | Unprovoked | USA | Hawaii | Makena Landing, Maui | Swimming | N | Tiger Shark |
| 1046 | 2012.00 | Provoked | USA | Hawaii | Spreckelsville, Maui | Spearfishing | N | Tiger Shark |
| 1092 | 2012.00 | Watercraft | USA | Hawaii | Iroquiois Point, Oahu | Kayak Fishing | N | Tiger Shark |
| 1100 | 2012.00 | Unprovoked | USA | Hawaii | Leftovers near Chun's Reef, Oahu | Surfing | N | Tiger Shark |
| 1120 | 2012.00 | Unprovoked | AUSTRALIA | Western Australia | Coral Bay | Snorkeling | N | Tiger Shark |
| 1121 | 2012.00 | Unprovoked | BAHAMAS | NaN | Cat Island | Diving, photographing sharks | N | Tiger Shark |
| 1168 | 2011.00 | Unprovoked | PAPUA NEW GUINEA | Central Province | Hula, near Port Moresby | Kite Surfing | N | Tiger Shark |
| 1218 | 2011.00 | Unprovoked | USA | Hawaii | Lyman Beach, Kailua-Kona | Surfing | N | Tiger Shark |
| 1219 | 2011.00 | Unprovoked | USA | Hawaii | Lyman Beach, Kailua-Kona | Paddle boarding | N | Tiger Shark |
| 1222 | 2011.00 | Unprovoked | NEW CALEDONIA | North Province | Kendec | Kite Boarding | Y | Tiger Shark |
tiger_shark.iloc[[0],[3]] = 'Caribbean'
tiger_shark.iloc[[7],[3,4,6]] = ['Saint-Paul','Saline-les-Bains','Y']
tiger_shark.iloc[[11],[3]] = 'Oceania'
tiger_shark.iloc[[18],[3]] = 'Red Sea'
tiger_shark.iloc[[25],[4]] = 'Hultins Beach, Oahu'
tiger_shark.iloc[[43],[3,4]] = ['Oceania','Fiji']
tiger_shark.iloc[[50],[4]] = 'Riecks Point, Campbells Beach'
tiger_shark.iloc[[52],[4]] = "Pila'a Beach, Kauai"
tiger_shark.iloc[[53],[4]] = 'Makena, Maui'
tiger_shark.iloc[[59],[4]] = 'Port St. Johns'
tiger_shark.iloc[[63],[4]] = 'Davidsons Surf Break, Kekaha, Kauai'
tiger_shark.iloc[[67],[4]] = 'Leftovers near Chuns Reef, Oahu'
tiger_shark.iloc[[69],[3]] = 'Bahamas'
tiger_shark
| Year | Type | Country | State | Location | Activity | Fatal | Species | |
|---|---|---|---|---|---|---|---|---|
| 17 | 2020.00 | Unprovoked | ST MARTIN | Caribbean | Orient Beach | Swimming | Y | Tiger Shark |
| 19 | 2020.00 | Unprovoked | USA | Hawaii | Honolua Bay | Surfing | Y | Tiger Shark |
| 24 | 2020.00 | Unprovoked | NEW CALEDONIA | South Province | St. Vincent Bay | Snorkeling | N | Tiger Shark |
| 25 | 2020.00 | Unprovoked | AUSTRALIA | Western Australia | Cable Beach | Body boarding | Y | Tiger Shark |
| 79 | 2020.00 | Unprovoked | NEW CALEDONIA | South Province | Plateau de Ricaudy, Nouméa | Windsurfing | Y | Tiger Shark |
| 83 | 2020.00 | Unprovoked | USA | Hawaii | Davidsons Beach, Kauai | Surfing | N | Tiger Shark |
| 104 | 2020.00 | Unprovoked | USA | Maui | Wailea | Stand-Up Paddle boarding | N | Tiger Shark |
| 122 | 2019.00 | Questionable | REUNION ISLAND | Saint-Paul | Saline-les-Bains | Kayaking | Y | Tiger Shark |
| 124 | 2019.00 | Unprovoked | USA | Hawaii | Cove Park, Kihei, Maui | Stand-Up Paddleboarding | N | Tiger Shark |
| 135 | 2019.00 | Questionable | REUNION ISLAND | Saint-Gilles | L’Hermitage Lagoon | Snorkeling | Y | Tiger Shark |
| 136 | 2019.00 | Unprovoked | AUSTRALIA | Queensland | Off Airlie Beach, Whitsundays | Snorkeling | N | Tiger Shark |
| 192 | 2019.00 | Unprovoked | FIJI | Oceania | Beqa | Scuba diving | N | Tiger Shark |
| 201 | 2019.00 | Unprovoked | USA | Hawaii | Anaehoomalu Bay, Hawaii | Kayaking | N | Tiger Shark |
| 204 | 2019.00 | Questionable | USA | Hawaii | North Koahala, Big Island | Picking opihi | N | Tiger Shark |
| 218 | 2019.00 | Unprovoked | USA | Hawaii | Hanalei Bay, Kauai | Surfing | N | Tiger Shark |
| 227 | 2018.00 | Unprovoked | MEXICO | Sonora | Southeast of Puerto Peñasco | Diving | Y | Tiger Shark |
| 236 | 2018.00 | Watercraft | AUSTRALIA | Queensland | Moffat Beach | Kayaking | N | Tiger Shark |
| 263 | 2018.00 | Unprovoked | USA | Hawaii | Pounders Beach, Oahu | Stand-Up Paddleboarding | N | Tiger Shark |
| 277 | 2018.00 | Unprovoked | EGYPT | Red Sea | Marsa Alam | Snorkeling | Y | Tiger Shark |
| 297 | 2018.00 | Provoked | MEXICO | Colima | La Ticla | Free diving | N | Tiger Shark |
| 299 | 2018.00 | Unprovoked | BRAZIL | Pernambuco | Piedade Beach, Recife | Swimming | Y | Tiger Shark |
| 313 | 2018.00 | Unprovoked | COSTA RICA | Cocos Island | Manuelita | Scuba diving | N | Tiger Shark |
| 318 | 2018.00 | Unprovoked | MALDIVES | Alifu Alifu Atoll | Madoogali | Fishing | N | Tiger Shark |
| 325 | 2018.00 | Unprovoked | BAHAMAS | New Providence | Nirvana Beach | Surfing | N | Tiger Shark |
| 330 | 2018.00 | Unprovoked | USA | Hawaii | Kukio Beach | Stand-Up Paddleboarding | N | Tiger Shark |
| 348 | 2017.00 | Unprovoked | USA | Hawaii | Hultins Beach, Oahu | Surfing | N | Tiger Shark |
| 359 | 2017.00 | Unprovoked | CUBA | Holquin Province | Guardalavaca Beach | Night bathing | Y | Tiger Shark |
| 370 | 2017.00 | Unprovoked | USA | Hawaii | Davidsons Beach, Kekaha, Kauai | Surfing | N | Tiger Shark |
| 418 | 2017.00 | Provoked | MEXICO | Tabasco | Sánchez Magallanes, Cárdenas | Fishing | N | Tiger Shark |
| 434 | 2017.00 | Unprovoked | BAHAMAS | New Providence | Athol Island | Snorkeling | N | Tiger Shark |
| 436 | 2017.00 | Unprovoked | USA | Florida | Off Jupiter | Feeding sharks | N | Tiger Shark |
| 452 | 2017.00 | Unprovoked | USA | Hawaii | Kekaha Beach, Kauai | Surfing | N | Tiger Shark |
| 476 | 2017.00 | Watercraft | SOUTH AFRICA | KwaZulu-Natal | Eastmoor Crescent Beach | Fishing | N | Tiger Shark |
| 497 | 2016.00 | Unprovoked | USA | Hawaii | Kamaole Beach Park I, Maui | Floating | N | Tiger Shark |
| 518 | 2016.00 | Unprovoked | USA | Hawaii | Makaha, Oahu | Swimming | N | Tiger Shark |
| 530 | 2016.00 | Unprovoked | USA | Hawaii | Maui | SUP Foil boarding | N | Tiger Shark |
| 541 | 2016.00 | Watercraft | USA | Alabama | 8 miles off Mobile | Fishing | N | Tiger Shark |
| 587 | 2016.00 | Unprovoked | NEW CALEDONIA | Grand Terre | Poe Beach | Walking | Y | Tiger Shark |
| 615 | 2016.00 | Unprovoked | USA | Hawaii | Wailea Beach, Maui | Paddle boarding | N | Tiger Shark |
| 623 | 2015.00 | Unprovoked | BRAZIL | Pernambuco | Fernano de Noronha | Scuba diving | N | Tiger Shark |
| 644 | 2015.00 | Unprovoked | USA | Hawaii | Lanikai Beach, Kailua, Oahu | Swimming | N | Tiger Shark |
| 647 | 2015.00 | Unprovoked | USA | Hawaii | Leftovers, Oahu | Surfing | N | Tiger Shark |
| 657 | 2015.00 | Unprovoked | USA | Hawaii | Upolu Point, North Kohala, Big Island | Spearfishing | N | Tiger Shark |
| 669 | 2015.00 | Unprovoked | FIJI | Oceania | Fiji | Spearfishing | N | Tiger Shark |
| 740 | 2015.00 | Unprovoked | USA | Hawaii | Hapuna Beach | Standing / Snorkeling | N | Tiger Shark |
| 746 | 2015.00 | Unprovoked | REUNION | d’Étang-Salé | Ravine Mula | Swimming | Y | Tiger Shark |
| 769 | 2014.00 | Unprovoked | AUSTRALIA | Queensland | Rudder Reef | Spearfishing | Y | Tiger Shark |
| 779 | 2014.00 | Unprovoked | USA | Hawaii | North Kohala, Hawaii County | Surfing | N | Tiger Shark |
| 781 | 2014.00 | Unprovoked | USA | Hawaii | Kihei, Maui | Stand-Up Paddleboarding | N | Tiger Shark |
| 892 | 2013.00 | Unprovoked | USA | Hawaii | Ninole Bay, Hawaii County | Boogie boarding | N | Tiger Shark |
| 896 | 2013.00 | Unprovoked | AUSTRALIA | New South Wales | Riecks Point, Campbells Beach | Body boarding | Y | Tiger Shark |
| 904 | 2013.00 | Unprovoked | USA | Hawaii | Kanaha Beach, Maui | Kiteboarding | N | Tiger Shark |
| 910 | 2013.00 | Unprovoked | USA | Hawaii | Pila'a Beach, Kauai | Surfing | N | Tiger Shark |
| 938 | 2013.00 | Unprovoked | USA | Hawaii | Makena, Maui | Snorkeling | Y | Tiger Shark |
| 947 | 2013.00 | Unprovoked | USA | Hawaii | White Plains Beach, Oahu | Surfing | N | Tiger Shark |
| 963 | 2013.00 | Unprovoked | USA | Hawaii | Kona Coast State Park | Swimming | N | Tiger Shark |
| 979 | 2013.00 | Unprovoked | MEXICO | Quintana Roo | Seagull Beach, Cancun | Swimming | N | Tiger Shark |
| 995 | 2013.00 | Unprovoked | JAMAICA | St. Catherine | Pillikin Red Light area | Spearfishing | Y | Tiger Shark |
| 1008 | 2013.00 | Unprovoked | USA | Hawaii | Kiholo Bay | Surfing | N | Tiger Shark |
| 1014 | 2012.00 | Unprovoked | SOUTH AFRICA | Eastern Cape Province | Port St. Johns | Swimming | Y | Tiger Shark |
| 1015 | 2012.00 | Unprovoked | AUSTRALIA | Western Australia | Trigg Beach | Surfing | N | Tiger Shark |
| 1019 | 2012.00 | Unprovoked | USA | Hawaii | Kihei, Maui | Snorkeling | N | Tiger Shark |
| 1023 | 2012.00 | Unprovoked | USA | Hawaii | Makena Landing, Maui | Diving | N | Tiger Shark |
| 1024 | 2012.00 | Unprovoked | USA | Hawaii | Davidsons Surf Break, Kekaha, Kauai | Surfing | N | Tiger Shark |
| 1026 | 2012.00 | Unprovoked | USA | Hawaii | Makena Landing, Maui | Swimming | N | Tiger Shark |
| 1046 | 2012.00 | Provoked | USA | Hawaii | Spreckelsville, Maui | Spearfishing | N | Tiger Shark |
| 1092 | 2012.00 | Watercraft | USA | Hawaii | Iroquiois Point, Oahu | Kayak Fishing | N | Tiger Shark |
| 1100 | 2012.00 | Unprovoked | USA | Hawaii | Leftovers near Chuns Reef, Oahu | Surfing | N | Tiger Shark |
| 1120 | 2012.00 | Unprovoked | AUSTRALIA | Western Australia | Coral Bay | Snorkeling | N | Tiger Shark |
| 1121 | 2012.00 | Unprovoked | BAHAMAS | Bahamas | Cat Island | Diving, photographing sharks | N | Tiger Shark |
| 1168 | 2011.00 | Unprovoked | PAPUA NEW GUINEA | Central Province | Hula, near Port Moresby | Kite Surfing | N | Tiger Shark |
| 1218 | 2011.00 | Unprovoked | USA | Hawaii | Lyman Beach, Kailua-Kona | Surfing | N | Tiger Shark |
| 1219 | 2011.00 | Unprovoked | USA | Hawaii | Lyman Beach, Kailua-Kona | Paddle boarding | N | Tiger Shark |
| 1222 | 2011.00 | Unprovoked | NEW CALEDONIA | North Province | Kendec | Kite Boarding | Y | Tiger Shark |
tiger_shark.info()
<class 'pandas.core.frame.DataFrame'> Int64Index: 74 entries, 17 to 1222 Data columns (total 8 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Year 74 non-null float64 1 Type 74 non-null object 2 Country 74 non-null object 3 State 74 non-null object 4 Location 74 non-null object 5 Activity 74 non-null object 6 Fatal 74 non-null object 7 Species 74 non-null object dtypes: float64(1), object(7) memory usage: 5.2+ KB
tiger_shark.isnull().sum()
Year 0 Type 0 Country 0 State 0 Location 0 Activity 0 Fatal 0 Species 0 dtype: int64
tiger_shark.shape
(74, 8)
tiger_shark['Fatal'].count()
74
tiger_shark[tiger_shark['Fatal']=='Y'].count()
Year 18 Type 18 Country 18 State 18 Location 18 Activity 18 Fatal 18 Species 18 dtype: int64
cols_to_include_2 = ['Year','Type','Country','State','Location','Activity', 'Fatal','Species']
df2= tiger_shark[cols_to_include_2]
key_vars = ['Type','Country','State','Location','Activity','Fatal','Species']
tiger_shark_df = df2[df2.Year.isin(range(2010,2021))]
tiger_shark_df.head()
| Year | Type | Country | State | Location | Activity | Fatal | Species | |
|---|---|---|---|---|---|---|---|---|
| 17 | 2020.00 | Unprovoked | ST MARTIN | Caribbean | Orient Beach | Swimming | Y | Tiger Shark |
| 19 | 2020.00 | Unprovoked | USA | Hawaii | Honolua Bay | Surfing | Y | Tiger Shark |
| 24 | 2020.00 | Unprovoked | NEW CALEDONIA | South Province | St. Vincent Bay | Snorkeling | N | Tiger Shark |
| 25 | 2020.00 | Unprovoked | AUSTRALIA | Western Australia | Cable Beach | Body boarding | Y | Tiger Shark |
| 79 | 2020.00 | Unprovoked | NEW CALEDONIA | South Province | Plateau de Ricaudy, Nouméa | Windsurfing | Y | Tiger Shark |
sns.countplot(x='Species', hue='Fatal',data=tiger_shark_df)
<AxesSubplot:xlabel='Species', ylabel='count'>
bull_shark = sharks[sharks['Species']=='Bull Shark']
bull_shark
| Year | Type | Country | State | Location | Activity | Fatal | Species | |
|---|---|---|---|---|---|---|---|---|
| 38 | 2020.00 | Unprovoked | USA | Florida | Sombero Key Light, Monroe County | Snorkeling | N | Bull Shark |
| 67 | 2020.00 | Unprovoked | USA | North Carolina | Neuse River, Craven County | Treading water | N | Bull Shark |
| 70 | 2020.00 | Unprovoked | USA | Florida | Melbourne Beach, Brevard County | Wading | N | Bull Shark |
| 75 | 2020.00 | Unprovoked | USA | Florida | Homestead, Miami-Dade County | Playing | N | Bull Shark |
| 84 | 2020.00 | Unprovoked | BAHAMAS | Abaco Islands | NoName Cay | Spearfishing | N | Bull Shark |
| 85 | 2020.00 | Unprovoked | AUSTRALIA | Queensland | Lucinda | Spearfishing | N | Bull Shark |
| 86 | 2020.00 | Unprovoked | THAILAND | Muang district of Satun province, | Chebilang pier | Playing | N | Bull Shark |
| 94 | 2020.00 | Unprovoked | USA | Florida | Cocoa Beach, Brevard County | Surfing | N | Bull Shark |
| 183 | 2019.00 | Unprovoked | USA | Georgia | Wilmington River, Chatham County | Swimming | N | Bull Shark |
| 190 | 2019.00 | Unprovoked | NEW CALEDONIA | Noumea | Port South Marina | Swimming | N | Bull Shark |
| 221 | 2019.00 | Unprovoked | USA | Florida | Key Biscayne | Spearfishing | N | Bull Shark |
| 247 | 2018.00 | Unprovoked | AUSTRALIA | New South Wales | Samurai Beach | Body Surfing | N | Bull Shark |
| 254 | 2018.00 | Unprovoked | AUSTRALIA | Northern Territory | Groote Eylandt | NaN | N | Bull Shark |
| 302 | 2018.00 | Unprovoked | USA | Florida | Cocoa Beach, Brevard County | Walking | N | Bull Shark |
| 321 | 2018.00 | Unprovoked | THAILAND | Hua Hin | Sai Noi Beach | Swimming | N | Bull Shark |
| 328 | 2018.00 | Unprovoked | BAHAMAS | NaN | Bimini | Swimming | N | Bull Shark |
| 337 | 2018.00 | Unprovoked | AUSTRALIA | New South Wales | Surf Beach, Kiama | Walking | N | Bull Shark |
| 342 | 2018.00 | Unprovoked | AUSTRALIA | Western Australia | Cone Bay | NaN | N | Bull Shark |
| 343 | 2018.00 | Unprovoked | NEW CALEDONIA | NaN | Nouville | Spearfishing | N | Bull Shark |
| 417 | 2017.00 | Unprovoked | USA | Florida | Haulover Beach, Miami-Dade County | Swimming | N | Bull Shark |
| 424 | 2017.00 | Unprovoked | USA | South Carolina | Burkes Beach, Hilton Head, Beaufort County | Swimming | N | Bull Shark |
| 425 | 2017.00 | Unprovoked | REUNION | NaN | Roches Noire | Body boarding | N | Bull Shark |
| 462 | 2017.00 | Unprovoked | USA | Florida | Destin, Okaloosa County | Swimming | N | Bull Shark |
| 470 | 2017.00 | Unprovoked | AUSTRALIA | Western Australia | Mauds Point | Snorkeling | N | Bull Shark |
| 481 | 2017.00 | Unprovoked | AUSTRALIA | Queensland | Boot Reef, Torres Strait | Scuba Diving | N | Bull Shark |
| 484 | 2017.00 | Unprovoked | INDONESIA | Bali | Balian Beach | Surfing | N | Bull Shark |
| 525 | 2016.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | Bull Shark |
| 527 | 2016.00 | Unprovoked | REUNION | NaN | Boucan Canot | Surfing | N | Bull Shark |
| 539 | 2016.00 | Unprovoked | BAHAMAS | Abaco Islands | Green Turtle Cay | Spearfishing | N | Bull Shark |
| 573 | 2016.00 | Unprovoked | USA | Florida | St. Petersburg, Pinellas County | Swimming | N | Bull Shark |
| 580 | 2016.00 | Unprovoked | INDONESIA | Bali | Balian | Surfing | N | Bull Shark |
| 586 | 2016.00 | Unprovoked | USA | Florida | Off Singer Island, Palm Beach County | Spearfishing | N | Bull Shark |
| 613 | 2016.00 | Unprovoked | USA | Texas | Off Surfside | Spearfishing | N | Bull Shark |
| 626 | 2015.00 | Unprovoked | BAHAMAS | NaN | Off Andros Island | Lobster fishing | N | Bull Shark |
| 632 | 2015.00 | Unprovoked | AUSTRALIA | New South Wales | East Ballina | Surfing | N | Bull Shark |
| 687 | 2015.00 | Unprovoked | REUNION | NaN | St. Leu | Surfing | N | Bull Shark |
| 699 | 2015.00 | Unprovoked | USA | North Carolina | Rodanthe, Dare County | Swimming | N | Bull Shark |
| 711 | 2015.00 | Unprovoked | USA | North Carolina | Oak Island, Brunswick County | Wading | N | Bull Shark |
| 712 | 2015.00 | Unprovoked | USA | North Carolina | Oak Island, Brunswick County | Wading | N | Bull Shark |
| 715 | 2015.00 | Unprovoked | USA | Florida | Lori Wilson Park, Cocoa Beach, Brevard County | Playing | N | Bull Shark |
| 717 | 2015.00 | Unprovoked | REUNION | Le Port | Folette | Surfing | N | Bull Shark |
| 724 | 2015.00 | Unprovoked | NEW CALEDONIA | NaN | Kouare | Snorkeling | Y | Bull Shark |
| 733 | 2015.00 | Unprovoked | REUNION | Saint-Gilles-les-Bains | Cap Homard | Surfing | Y | Bull Shark |
| 735 | 2015.00 | Unprovoked | USA | Florida | 3 miles off Jupiter, Palm Beach County | Spearfishing | N | Bull Shark |
| 750 | 2015.00 | Watercraft | AUSTRALIA | Queensland | Nerang River, Surfer's Paradise | Rowing | N | Bull Shark |
| 786 | 2014.00 | Unprovoked | USA | South Carolina | Hilton Head Island, Beaufort County | Standing in inner tube | N | Bull Shark |
| 800 | 2014.00 | Unprovoked | USA | Alabama | Katrina Cut, Dauphin Island, Mobile County | Fishing | N | Bull Shark |
| 811 | 2014.00 | Provoked | USA | Florida | Apalachicola Bay | Fishing for sharks | N | Bull Shark |
| 814 | 2014.00 | Unprovoked | USA | Florida | 3 to 4 miles west of Indian Pass, Gulf County | Standing | N | Bull Shark |
| 816 | 2014.00 | Unprovoked | BAHAMAS | NaN | NaN | Spearfishing | N | Bull Shark |
| 818 | 2014.00 | Unprovoked | USA | Louisiana | Lake Ponchartain off Southshore Harbor, New Or... | Swimming | N | Bull Shark |
| 847 | 2014.00 | Unprovoked | USA | Florida | Fort Lauderdale | Swimming | N | Bull Shark |
| 850 | 2014.00 | Unprovoked | AUSTRALIA | Queensland | Nerang River near Chevron Island | Fell into the water | N | Bull Shark |
| 921 | 2013.00 | Unprovoked | USA | Florida | Casino Beach, Pensacola, Escambia County | Swimming | N | Bull Shark |
| 940 | 2013.00 | Unprovoked | USA | South Carolina | Folly Beach | Surfing | N | Bull Shark |
| 942 | 2013.00 | Unprovoked | USA | Florida | Sanibel Island, Lee County | Fishing | N | Bull Shark |
| 961 | 2013.00 | Unprovoked | USA | Florida | Jacksonville, Duval County | Swimming | N | Bull Shark |
| 976 | 2013.00 | Unprovoked | REUNION | Saint-Gilles | Brisant Beach | Body boarding | Y | Bull Shark |
| 983 | 2013.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | Bull Shark |
| 1013 | 2012.00 | Unprovoked | AUSTRALIA | New South Wales | Kylie's Beach, Diamond Head | Paddle boarding | N | Bull Shark |
| 1038 | 2012.00 | Unprovoked | TONGA | Vava'u | Eueiki Island | Swimming | N | Bull Shark |
| 1054 | 2012.00 | Unprovoked | REUNION | Saint Leu | NaN | Surfing | N | Bull Shark |
| 1090 | 2012.00 | Unprovoked | MEXICO | Guerrero | Boca de la Leña, La Unión | Free diving / spearfishing | N | Bull Shark |
| 1105 | 2012.00 | Unprovoked | AUSTRALIA | Queensland | Nobby's Beach | Surfing | N | Bull Shark |
| 1106 | 2012.00 | Unprovoked | USA | Florida | Jensen Beach, Martin County | Surfing | N | Bull Shark |
| 1161 | 2011.00 | Unprovoked | USA | Florida | Santa Maria Island, Manatee County | Spearfishing | N | Bull Shark |
| 1185 | 2011.00 | Unprovoked | SEYCHELLES | Praslin | Anse Lazio | Swimming or Snorkeling | Y | Bull Shark |
| 1204 | 2011.00 | Unprovoked | USA | North Carolina | North Topsail Beach, Onslow County | Playing in the surf | N | Bull Shark |
| 1227 | 2011.00 | Unprovoked | USA | Florida | Riviera Beach, Palm Beach County | Spearfishing | N | Bull Shark |
| 1231 | 2011.00 | Unprovoked | INDONESIA | Bali | Balian | Surfing | N | Bull Shark |
| 1234 | 2011.00 | Unprovoked | MEXICO | Quintana Roo | Gaviotas Beach, Cancun | Swimming | N | Bull Shark |
| 1235 | 2011.00 | Unprovoked | AUSTRALIA | New South Wales | Crowdy Head | Surfing | N | Bull Shark |
| 1241 | 2011.00 | Provoked | AUSTRALIA | Queensland | Between | Fishing | N | Bull Shark |
| 1279 | 2010.00 | Unprovoked | AUSTRALIA | New South Wales | Mullaway Headland | Surfing | N | Bull Shark |
| 1317 | 2010.00 | Unprovoked | USA | Texas | Eight Mile Beach, Galveston | Surfing | N | Bull Shark |
bull_shark.iloc[[12],[5]] = 'Fish farm'
bull_shark.iloc[[15],[3]] = 'Bahamas'
bull_shark.iloc[[17],[5]] = 'Spearfishing'
bull_shark.iloc[[18],[3,4]] = ['Oceania','Nouvelle']
bull_shark.iloc[[21,27,33],[3]] = 'Saint-Paul'
bull_shark.iloc[[33],[3]] = 'Bahamas'
bull_shark.iloc[[35],[3,4]] = ['Saint-Paul','Saint-Leu']
bull_shark.iloc[[41],[3]] = 'Oceania'
bull_shark.iloc[[44],[4]] = 'Nerang River, Surfers Paradise'
bull_shark.iloc[[49],[3,4]] = ['Bahamas','Grand Bahamas']
bull_shark.iloc[[59],[4]] = 'Kylies Beach, Diamond Head'
bull_shark.iloc[[61],[3,4]] = ['Saint-Paul','Saint-Leu']
bull_shark.iloc[[63],[4]] = 'Nobbys Beach'
bull_shark
| Year | Type | Country | State | Location | Activity | Fatal | Species | |
|---|---|---|---|---|---|---|---|---|
| 38 | 2020.00 | Unprovoked | USA | Florida | Sombero Key Light, Monroe County | Snorkeling | N | Bull Shark |
| 67 | 2020.00 | Unprovoked | USA | North Carolina | Neuse River, Craven County | Treading water | N | Bull Shark |
| 70 | 2020.00 | Unprovoked | USA | Florida | Melbourne Beach, Brevard County | Wading | N | Bull Shark |
| 75 | 2020.00 | Unprovoked | USA | Florida | Homestead, Miami-Dade County | Playing | N | Bull Shark |
| 84 | 2020.00 | Unprovoked | BAHAMAS | Abaco Islands | NoName Cay | Spearfishing | N | Bull Shark |
| 85 | 2020.00 | Unprovoked | AUSTRALIA | Queensland | Lucinda | Spearfishing | N | Bull Shark |
| 86 | 2020.00 | Unprovoked | THAILAND | Muang district of Satun province, | Chebilang pier | Playing | N | Bull Shark |
| 94 | 2020.00 | Unprovoked | USA | Florida | Cocoa Beach, Brevard County | Surfing | N | Bull Shark |
| 183 | 2019.00 | Unprovoked | USA | Georgia | Wilmington River, Chatham County | Swimming | N | Bull Shark |
| 190 | 2019.00 | Unprovoked | NEW CALEDONIA | Noumea | Port South Marina | Swimming | N | Bull Shark |
| 221 | 2019.00 | Unprovoked | USA | Florida | Key Biscayne | Spearfishing | N | Bull Shark |
| 247 | 2018.00 | Unprovoked | AUSTRALIA | New South Wales | Samurai Beach | Body Surfing | N | Bull Shark |
| 254 | 2018.00 | Unprovoked | AUSTRALIA | Northern Territory | Groote Eylandt | Fish farm | N | Bull Shark |
| 302 | 2018.00 | Unprovoked | USA | Florida | Cocoa Beach, Brevard County | Walking | N | Bull Shark |
| 321 | 2018.00 | Unprovoked | THAILAND | Hua Hin | Sai Noi Beach | Swimming | N | Bull Shark |
| 328 | 2018.00 | Unprovoked | BAHAMAS | Bahamas | Bimini | Swimming | N | Bull Shark |
| 337 | 2018.00 | Unprovoked | AUSTRALIA | New South Wales | Surf Beach, Kiama | Walking | N | Bull Shark |
| 342 | 2018.00 | Unprovoked | AUSTRALIA | Western Australia | Cone Bay | Spearfishing | N | Bull Shark |
| 343 | 2018.00 | Unprovoked | NEW CALEDONIA | Oceania | Nouvelle | Spearfishing | N | Bull Shark |
| 417 | 2017.00 | Unprovoked | USA | Florida | Haulover Beach, Miami-Dade County | Swimming | N | Bull Shark |
| 424 | 2017.00 | Unprovoked | USA | South Carolina | Burkes Beach, Hilton Head, Beaufort County | Swimming | N | Bull Shark |
| 425 | 2017.00 | Unprovoked | REUNION | Saint-Paul | Roches Noire | Body boarding | N | Bull Shark |
| 462 | 2017.00 | Unprovoked | USA | Florida | Destin, Okaloosa County | Swimming | N | Bull Shark |
| 470 | 2017.00 | Unprovoked | AUSTRALIA | Western Australia | Mauds Point | Snorkeling | N | Bull Shark |
| 481 | 2017.00 | Unprovoked | AUSTRALIA | Queensland | Boot Reef, Torres Strait | Scuba Diving | N | Bull Shark |
| 484 | 2017.00 | Unprovoked | INDONESIA | Bali | Balian Beach | Surfing | N | Bull Shark |
| 525 | 2016.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | Bull Shark |
| 527 | 2016.00 | Unprovoked | REUNION | Saint-Paul | Boucan Canot | Surfing | N | Bull Shark |
| 539 | 2016.00 | Unprovoked | BAHAMAS | Abaco Islands | Green Turtle Cay | Spearfishing | N | Bull Shark |
| 573 | 2016.00 | Unprovoked | USA | Florida | St. Petersburg, Pinellas County | Swimming | N | Bull Shark |
| 580 | 2016.00 | Unprovoked | INDONESIA | Bali | Balian | Surfing | N | Bull Shark |
| 586 | 2016.00 | Unprovoked | USA | Florida | Off Singer Island, Palm Beach County | Spearfishing | N | Bull Shark |
| 613 | 2016.00 | Unprovoked | USA | Texas | Off Surfside | Spearfishing | N | Bull Shark |
| 626 | 2015.00 | Unprovoked | BAHAMAS | Bahamas | Off Andros Island | Lobster fishing | N | Bull Shark |
| 632 | 2015.00 | Unprovoked | AUSTRALIA | New South Wales | East Ballina | Surfing | N | Bull Shark |
| 687 | 2015.00 | Unprovoked | REUNION | Saint-Paul | Saint-Leu | Surfing | N | Bull Shark |
| 699 | 2015.00 | Unprovoked | USA | North Carolina | Rodanthe, Dare County | Swimming | N | Bull Shark |
| 711 | 2015.00 | Unprovoked | USA | North Carolina | Oak Island, Brunswick County | Wading | N | Bull Shark |
| 712 | 2015.00 | Unprovoked | USA | North Carolina | Oak Island, Brunswick County | Wading | N | Bull Shark |
| 715 | 2015.00 | Unprovoked | USA | Florida | Lori Wilson Park, Cocoa Beach, Brevard County | Playing | N | Bull Shark |
| 717 | 2015.00 | Unprovoked | REUNION | Le Port | Folette | Surfing | N | Bull Shark |
| 724 | 2015.00 | Unprovoked | NEW CALEDONIA | Oceania | Kouare | Snorkeling | Y | Bull Shark |
| 733 | 2015.00 | Unprovoked | REUNION | Saint-Gilles-les-Bains | Cap Homard | Surfing | Y | Bull Shark |
| 735 | 2015.00 | Unprovoked | USA | Florida | 3 miles off Jupiter, Palm Beach County | Spearfishing | N | Bull Shark |
| 750 | 2015.00 | Watercraft | AUSTRALIA | Queensland | Nerang River, Surfers Paradise | Rowing | N | Bull Shark |
| 786 | 2014.00 | Unprovoked | USA | South Carolina | Hilton Head Island, Beaufort County | Standing in inner tube | N | Bull Shark |
| 800 | 2014.00 | Unprovoked | USA | Alabama | Katrina Cut, Dauphin Island, Mobile County | Fishing | N | Bull Shark |
| 811 | 2014.00 | Provoked | USA | Florida | Apalachicola Bay | Fishing for sharks | N | Bull Shark |
| 814 | 2014.00 | Unprovoked | USA | Florida | 3 to 4 miles west of Indian Pass, Gulf County | Standing | N | Bull Shark |
| 816 | 2014.00 | Unprovoked | BAHAMAS | Bahamas | Grand Bahamas | Spearfishing | N | Bull Shark |
| 818 | 2014.00 | Unprovoked | USA | Louisiana | Lake Ponchartain off Southshore Harbor, New Or... | Swimming | N | Bull Shark |
| 847 | 2014.00 | Unprovoked | USA | Florida | Fort Lauderdale | Swimming | N | Bull Shark |
| 850 | 2014.00 | Unprovoked | AUSTRALIA | Queensland | Nerang River near Chevron Island | Fell into the water | N | Bull Shark |
| 921 | 2013.00 | Unprovoked | USA | Florida | Casino Beach, Pensacola, Escambia County | Swimming | N | Bull Shark |
| 940 | 2013.00 | Unprovoked | USA | South Carolina | Folly Beach | Surfing | N | Bull Shark |
| 942 | 2013.00 | Unprovoked | USA | Florida | Sanibel Island, Lee County | Fishing | N | Bull Shark |
| 961 | 2013.00 | Unprovoked | USA | Florida | Jacksonville, Duval County | Swimming | N | Bull Shark |
| 976 | 2013.00 | Unprovoked | REUNION | Saint-Gilles | Brisant Beach | Body boarding | Y | Bull Shark |
| 983 | 2013.00 | Unprovoked | USA | Florida | New Smyrna Beach, Volusia County | Surfing | N | Bull Shark |
| 1013 | 2012.00 | Unprovoked | AUSTRALIA | New South Wales | Kylies Beach, Diamond Head | Paddle boarding | N | Bull Shark |
| 1038 | 2012.00 | Unprovoked | TONGA | Vava'u | Eueiki Island | Swimming | N | Bull Shark |
| 1054 | 2012.00 | Unprovoked | REUNION | Saint-Paul | Saint-Leu | Surfing | N | Bull Shark |
| 1090 | 2012.00 | Unprovoked | MEXICO | Guerrero | Boca de la Leña, La Unión | Free diving / spearfishing | N | Bull Shark |
| 1105 | 2012.00 | Unprovoked | AUSTRALIA | Queensland | Nobbys Beach | Surfing | N | Bull Shark |
| 1106 | 2012.00 | Unprovoked | USA | Florida | Jensen Beach, Martin County | Surfing | N | Bull Shark |
| 1161 | 2011.00 | Unprovoked | USA | Florida | Santa Maria Island, Manatee County | Spearfishing | N | Bull Shark |
| 1185 | 2011.00 | Unprovoked | SEYCHELLES | Praslin | Anse Lazio | Swimming or Snorkeling | Y | Bull Shark |
| 1204 | 2011.00 | Unprovoked | USA | North Carolina | North Topsail Beach, Onslow County | Playing in the surf | N | Bull Shark |
| 1227 | 2011.00 | Unprovoked | USA | Florida | Riviera Beach, Palm Beach County | Spearfishing | N | Bull Shark |
| 1231 | 2011.00 | Unprovoked | INDONESIA | Bali | Balian | Surfing | N | Bull Shark |
| 1234 | 2011.00 | Unprovoked | MEXICO | Quintana Roo | Gaviotas Beach, Cancun | Swimming | N | Bull Shark |
| 1235 | 2011.00 | Unprovoked | AUSTRALIA | New South Wales | Crowdy Head | Surfing | N | Bull Shark |
| 1241 | 2011.00 | Provoked | AUSTRALIA | Queensland | Between | Fishing | N | Bull Shark |
| 1279 | 2010.00 | Unprovoked | AUSTRALIA | New South Wales | Mullaway Headland | Surfing | N | Bull Shark |
| 1317 | 2010.00 | Unprovoked | USA | Texas | Eight Mile Beach, Galveston | Surfing | N | Bull Shark |
bull_shark.isnull().sum()
Year 0 Type 0 Country 0 State 0 Location 0 Activity 0 Fatal 0 Species 0 dtype: int64
bull_shark['Fatal'].count()
75
bull_shark[bull_shark['Fatal']=='Y'].count()
Year 4 Type 4 Country 4 State 4 Location 4 Activity 4 Fatal 4 Species 4 dtype: int64
cols_to_include_3 = ['Year','Type','Country','State','Location','Activity', 'Fatal','Species']
df3= bull_shark[cols_to_include_3]
key_vars = ['Type','Country','State','Location','Activity','Fatal','Species']
bull_shark_df = df3[df3.Year.isin(range(2010,2021))]
bull_shark_df.head()
| Year | Type | Country | State | Location | Activity | Fatal | Species | |
|---|---|---|---|---|---|---|---|---|
| 38 | 2020.00 | Unprovoked | USA | Florida | Sombero Key Light, Monroe County | Snorkeling | N | Bull Shark |
| 67 | 2020.00 | Unprovoked | USA | North Carolina | Neuse River, Craven County | Treading water | N | Bull Shark |
| 70 | 2020.00 | Unprovoked | USA | Florida | Melbourne Beach, Brevard County | Wading | N | Bull Shark |
| 75 | 2020.00 | Unprovoked | USA | Florida | Homestead, Miami-Dade County | Playing | N | Bull Shark |
| 84 | 2020.00 | Unprovoked | BAHAMAS | Abaco Islands | NoName Cay | Spearfishing | N | Bull Shark |
sns.countplot(x='Species', hue='Fatal',data=bull_shark_df)
<AxesSubplot:xlabel='Species', ylabel='count'>
frames = [white_shark_df,tiger_shark_df,bull_shark_df]
shark_df = pd.concat(frames,sort=True)
shark_df
| Activity | Country | Fatal | Location | Species | State | Type | Year | |
|---|---|---|---|---|---|---|---|---|
| 15 | Swimming | USA | N | Coronado, San Diego County | White Shark | California | Unprovoked | 2020.00 |
| 21 | Surfing | AUSTRALIA | N | Kangaroo Island | White Shark | South Australia | Unprovoked | 2020.00 |
| 40 | Foil-boarding | AUSTRALIA | N | Cabarita Beach | White Shark | New South Wales | Unprovoked | 2020.00 |
| 45 | Surfing | AUSTRALIA | Y | Greenmount Beach, Coolangatta | White Shark | Queensland | Unprovoked | 2020.00 |
| 48 | Fishing / Filming sharks feeding on whale carcass | AUSTRALIA | N | Forster | White Shark | New South Wales | Watercraft | 2020.00 |
| 50 | Kayak fishing | USA | N | Shelter Cove, Humboldt County | White Shark | California | Unprovoked | 2020.00 |
| 55 | Surfing | AUSTRALIA | N | Shelly Beach, Port Macquarie | White Shark | New South Wales | Unprovoked | 2020.00 |
| 60 | Surfing | AUSTRALIA | N | Bunker Bay Beach | White Shark | Western Australia | Unprovoked | 2020.00 |
| 62 | Sightseeing | AUSTRALIA | N | Tenth Island | White Shark | Tasmania | Watercraft | 2020.00 |
| 64 | Swimming | USA | Y | Bailey Island, Cumberland County | White Shark | Maine | Unprovoked | 2020.00 |
| 69 | Fishing | AUSTRALIA | N | Stanley | White Shark | Tasmania | Unprovoked | 2020.00 |
| 72 | Surfing | AUSTRALIA | Y | Wilsons Headland | White Shark | New South Wales | Unprovoked | 2020.00 |
| 80 | Surfing | AUSTRALIA | Y | Salt Beach near Kingscliff | White Shark | New South Wales | Unprovoked | 2020.00 |
| 89 | Surfing | USA | Y | Sand Dollar Beach, Santa Cruz County | White Shark | California | Unprovoked | 2020.00 |
| 101 | Kayak fishing | NEW ZEALAND | N | Stanmore Bay, Auckland | White Shark | North Island | Provoked | 2020.00 |
| 103 | Surfing | NEW ZEALAND | N | Pauanui Beach | White Shark | North Island | Unprovoked | 2020.00 |
| 112 | Scuba diving | AUSTRALIA | Y | Cull Island / Esperance | White Shark | Western Australia | Unprovoked | 2020.00 |
| 121 | Fishing | AUSTRALIA | N | Shellharbour | White Shark | New South Wales | Provoked | 2019.00 |
| 133 | Kayaking fishing | SOUTH AFRICA | N | East London | White Shark | Eastern Cape Province | Watercraft | 2019.00 |
| 134 | Surfing | USA | N | San Onofre, San Diego County | White Shark | California | Unprovoked | 2019.00 |
| 141 | Surfing | AUSTRALIA | N | Lighthouse Beach | White Shark | New South Wales | Unprovoked | 2019.00 |
| 142 | Kayaking | USA | N | Ship Rock near Catalina, Los Angeles County | White Shark | California | Watercraft | 2019.00 |
| 150 | Spearfishing | AUSTRALIA | N | Burns Beach, Perth | White Shark | Western Australia | Unprovoked | 2019.00 |
| 170 | Scuba diving | NEW ZEALAND | N | Pitt Island or Chatham Island | White Shark | Chatham Islands | Unprovoked | 2019.00 |
| 197 | Surfing | USA | N | North Salmon Creek Beach, Sonoma County | White Shark | California | Unprovoked | 2019.00 |
| 226 | Surfing | USA | N | Sandspit Beach, Montaña de Oro State Park | White Shark | California | Unprovoked | 2019.00 |
| 237 | Fishing | SOUTH AFRICA | N | Tinley Manor | White Shark | KwaZulu-Natal | Unprovoked | 2018.00 |
| 248 | Surfing | NEW ZEALAND | N | Baylys Beach | White Shark | North Island | Unprovoked | 2018.00 |
| 253 | Diving | USA | N | Beacons Beach, San Diego County | White Shark | California | Unprovoked | 2018.00 |
| 255 | Fishing | USA | N | Humboldt County | White Shark | California | Watercraft | 2018.00 |
| 261 | Boogie boarding | USA | Y | Newcomb Hollow Beach, Wellfleet, Barnstable Co... | White Shark | Massachusetts | Unprovoked | 2018.00 |
| 273 | Swimming | USA | N | Longnook Beach, Truro, Barnstable County | White Shark | Massachusetts | Unprovoked | 2018.00 |
| 292 | Paddling | USA | N | Oceanside, San Diego County | White Shark | California | Watercraft | 2018.00 |
| 317 | Surfing | AUSTRALIA | N | South Point, Gracetown | White Shark | Western Australia | Unprovoked | 2018.00 |
| 319 | Surf-skiing | SOUTH AFRICA | N | Robberg Beach, Plettenberg Bay | White Shark | Western Cape Province | Unprovoked | 2018.00 |
| 329 | Surfing | SOUTH AFRICA | N | St. Francis Bay | White Shark | Eastern Cape Province | Unprovoked | 2018.00 |
| 335 | Swimming | AUSTRALIA | N | Little Congwong Beach, La Perouse | White Shark | New South Wales | Unprovoked | 2018.00 |
| 345 | Free diving | AUSTRALIA | N | Martin Islet | White Shark | New South Wales | Unprovoked | 2018.00 |
| 355 | Spearfishing | USA | N | Stillwater Cove, Monterey County | White Shark | California | Unprovoked | 2017.00 |
| 367 | Kayaking / Fishing | AUSTRALIA | N | Normanville | White Shark | South Australia | Unprovoked | 2017.00 |
| 374 | Surfing | AUSTRALIA | N | Gracetown | White Shark | Western Australia | Unprovoked | 2017.00 |
| 382 | Fishing | AUSTRALIA | N | Esperance | White Shark | Westerm Australia | Watercraft | 2017.00 |
| 385 | Surfing | AUSTRALIA | N | Iluka Beach | White Shark | New South Wales | Unprovoked | 2017.00 |
| 392 | Surfing | AUSTRALIA | N | Cathedral Rock | White Shark | Victoria | Unprovoked | 2017.00 |
| 396 | SUP | USA | N | Marconi Beach, Wellfleet, Barnstable County | White Shark | Massachusetts | Unprovoked | 2017.00 |
| 401 | Fishing | USA | N | Between Pescadero Point & Bean Hollow Beach, S... | White Shark | California | Watercraft | 2017.00 |
| 412 | Kayaking | USA | N | Stearns Wharf, Santa Barbara | White Shark | California | Watercraft | 2017.00 |
| 413 | SUP | USA | N | Seal Rock, Goleta Beach, Santa Barbara | White Shark | California | Unprovoked | 2017.00 |
| 414 | Surfing | USA | N | South Beach, Westport, Grays Harbor County | White Shark | Washington | Unprovoked | 2017.00 |
| 416 | Kayaking | USA | N | Santa Cruz, Santa Cruz County | White Shark | California | Watercraft | 2017.00 |
| 419 | Surfing | SOUTH AFRICA | N | Nahoon Reef, East London | White Shark | Eastern Cape Province | Unprovoked | 2017.00 |
| 429 | Body boarding | AUSTRALIA | N | Point Casuarina, Bunbury | White Shark | Western Australia | Unprovoked | 2017.00 |
| 451 | Surfing | AUSTRALIA | Y | Kelpies near Wylie Bay | White Shark | Western Australia | Unprovoked | 2017.00 |
| 465 | Kayaking | USA | N | Monterey Bay | White Shark | California | Watercraft | 2017.00 |
| 490 | Surf skiing | SOUTH AFRICA | N | Keurbooms Lagoon, Plettenberg Bay | White Shark | Western Cape Province | Unprovoked | 2016.00 |
| 495 | Surfing | AUSTRALIA | N | Booti Booti National Park | White Shark | New South Wales | Unprovoked | 2016.00 |
| 504 | Cage Diving | MEXICO | N | Guadalupe Island | White Shark | Baja California | Invalid | 2016.00 |
| 509 | Surfing | AUSTRALIA | N | Lighthouse Beach, Ballina | White Shark | New South Wales | Unprovoked | 2016.00 |
| 523 | Spearfishing | USA | N | Refugio State Beach, Santa Barbara County | White Shark | California | Unprovoked | 2016.00 |
| 534 | Free diving | AUSTRALIA | N | Near Albany | White Shark | Western Australia | Watercraft | 2016.00 |
| 544 | Kite surfing | USA | N | Surfside, Orange County | White Shark | California | Unprovoked | 2016.00 |
| 548 | Fishing | USA | N | Capitola, Santa Cruz County | White Shark | California | Watercraft | 2016.00 |
| 550 | Fishing | USA | N | Off Palos Verdes peninsula, Los Angeles County | White Shark | California | Watercraft | 2016.00 |
| 556 | Spearfishing | SOUTH AFRICA | N | Ryspunt | White Shark | Western Cape Province | Unprovoked | 2016.00 |
| 569 | Surfing | AUSTRALIA | Y | Falcon Beach, Mandurah | White Shark | Western Australia | Unprovoked | 2016.00 |
| 582 | Surf-skiing | SOUTH AFRICA | N | Robberg Beach, Plettenberg Bay | White Shark | Western Cape Province | Unprovoked | 2016.00 |
| 619 | Fishing | SOUTH AFRICA | N | Westbrook Beach | White Shark | KwaZulu-Natal | Watercraft | 2015.00 |
| 625 | Fishing | AUSTRALIA | N | Lake Macquarie | White Shark | New South Wales | Watercraft | 2015.00 |
| 639 | Surfing | SOUTH AFRICA | N | Stil Bay | White Shark | Western Cape Province | Unprovoked | 2015.00 |
| 655 | Kayak fishing | USA | N | Horseshoe Rock, Santa Barbara County | White Shark | California | Watercraft | 2015.00 |
| 664 | Stand-Up Paddleboarding | USA | N | El Pescador Beach, Los Angeles County | White Shark | California | Unprovoked | 2015.00 |
| 666 | Surf-skiing | AUSTRALIA | N | Hallidays Point | White Shark | New South Wales | Unprovoked | 2015.00 |
| 670 | Surfing | USA | N | Morro Strand State Beach, San Luis Obispo County | White Shark | California | Unprovoked | 2015.00 |
| 671 | Surfing | USA | N | Morro Bay, San Luis Obispo County | White Shark | California | Unprovoked | 2015.00 |
| 676 | Kayak Fishing | USA | N | Santa Barbara County | White Shark | California | Watercraft | 2015.00 |
| 679 | Surfing | AUSTRALIA | N | Evans Head | White Shark | New South Wales | Unprovoked | 2015.00 |
| 684 | Scallop diving on hookah | AUSTRALIA | Y | Lachan Island, Mercury Passage | White Shark | Tasmania | Unprovoked | 2015.00 |
| 688 | Surfing | SOUTH AFRICA | N | Jeffreys Bay | White Shark | Eastern Cape Province | Unprovoked | 2015.00 |
| 689 | Surfing | USA | N | Huntington Beach, Orange County | White Shark | California | Unprovoked | 2015.00 |
| 694 | Surfing | AUSTRALIA | N | Lennox Head | White Shark | New South Wales | Unprovoked | 2015.00 |
| 695 | Body boarding | AUSTRALIA | N | East Ballina | White Shark | New South Wales | Unprovoked | 2015.00 |
| 700 | Body Boarding | SOUTH AFRICA | N | Buffels Bay near Knysna | White Shark | Western Cape Province | Unprovoked | 2015.00 |
| 702 | Surfing | SOUTH AFRICA | N | Lookout Beach, Plettenberg Bay | White Shark | Western Cape Province | Unprovoked | 2015.00 |
| 707 | Surfing | AUSTRALIA | N | Denmark | White Shark | Western Australia | Invalid | 2015.00 |
| 726 | Surfing | AUSTRALIA | N | Saltwater Beach | White Shark | New South Wales | Unprovoked | 2015.00 |
| 727 | Diving | SOUTH AFRICA | N | Port St. Johns | White Shark | Eastern Cape Province | Unprovoked | 2015.00 |
| 730 | Surfing | AUSTRALIA | N | Fishery Bay | White Shark | South Australia | Unprovoked | 2015.00 |
| 731 | Surf skiing | AUSTRALIA | N | Belongil Beach, Byron Bay | White Shark | New South Wales | Unprovoked | 2015.00 |
| 738 | Kayak Fishing | SOUTH AFRICA | N | Yellow Sands Point | White Shark | Eastern Cape Province | Watercraft | 2015.00 |
| 745 | Transatlantic Rowing | ATLANTIC OCEAN | N | Atlantic Ocean | White Shark | Atlantic Ocean | Watercraft | 2015.00 |
| 754 | Fishing | USA | N | Off Panama City | White Shark | Florida | Watercraft | 2015.00 |
| 763 | Spearfishing | AUSTRALIA | Y | Three Stripes near Cheynes Beach | White Shark | Western Australia | Unprovoked | 2014.00 |
| 766 | Surfing | USA | N | Montaña de Oro State Park, San Luis Obispo Cou... | White Shark | California | Unprovoked | 2014.00 |
| 773 | Fishing | AUSTRALIA | N | Fremantle | White Shark | Western Australia | Watercraft | 2014.00 |
| 774 | Boat attack | USA | N | Franklin Point, San Mateo County | White Shark | California | Watercraft | 2014.00 |
| 792 | Kayaking | USA | N | Santa Barbara County | White Shark | California | Watercraft | 2014.00 |
| 793 | Kayaking | USA | N | Santa Barbara County | White Shark | California | Watercraft | 2014.00 |
| 795 | Surfing | AUSTRALIA | N | Kelpids Beach, Wylie Bay, Esperance | White Shark | Western Australia | Unprovoked | 2014.00 |
| 801 | Kayaking | USA | N | Manomet Point, Plymouth, Plymouth County | White Shark | Massachusetts | Watercraft | 2014.00 |
| 823 | Surfing | SOUTH AFRICA | N | Muizenberg | White Shark | Western Cape Province | Unprovoked | 2014.00 |
| 834 | Swimming | USA | N | Manhattan Beach, Los Angeles County | White Shark | California | Provoked | 2014.00 |
| 854 | Surfing | AUSTRALIA | N | Elliston, Eyre Peninsula | White Shark | South Australia | Unprovoked | 2014.00 |
| 864 | Shark watching | SOUTH AFRICA | N | South Africa | White Shark | South Africa | Watercraft | 2014.00 |
| 868 | Swimming | AUSTRALIA | Y | Tathra | White Shark | New South Wales | Unprovoked | 2014.00 |
| 888 | Filming a documentary | NEW ZEALAND | N | Stewart Island | White Shark | Southland | Watercraft | 2014.00 |
| 890 | Surfing | SOUTH AFRICA | N | Die Platt | White Shark | Western Cape Province | Unprovoked | 2013.00 |
| 899 | Surfing | USA | N | Gleneden Beach, Lincoln County | White Shark | Oregon | Unprovoked | 2013.00 |
| 912 | Swimming / snorkeling | SOUTH AFRICA | Y | Albatros Point, near Jeffreys Bay | White Shark | Eastern Cape Province | Unprovoked | 2013.00 |
| 913 | Diving for Abalone | AUSTRALIA | N | Off Poison Creek, Cape Arid | White Shark | Western Australia | Unprovoked | 2013.00 |
| 914 | Surfing | USA | N | Bunkers, Humboldt Bay, Eureka, Humboldt County | White Shark | California | Unprovoked | 2013.00 |
| 937 | Surfing | USA | N | Pillar Point, Half-Moon Bay, San Mateo County | White Shark | California | Unprovoked | 2013.00 |
| 960 | Kayaking / Fishing | USA | N | Pacific State , San Mateo County | White Shark | California | Watercraft | 2013.00 |
| 999 | Swimming | NEW ZEALAND | Y | Muriwai | White Shark | North Island | Unprovoked | 2013.00 |
| 1005 | Fishing | AUSTRALIA | N | Cape Nelson | White Shark | Victoria | Watercraft | 2013.00 |
| 1025 | Surfing | USA | N | Humboldt Bay, Eureka, Humboldt County | White Shark | California | Unprovoked | 2012.00 |
| 1027 | Surfing | USA | Y | Surf Beach, Lompoc, Santa Barbara County | White Shark | California | Unprovoked | 2012.00 |
| 1064 | Surfing | AUSTRALIA | Y | Off Wedge Island | White Shark | Western Australia | Unprovoked | 2012.00 |
| 1086 | Surf skiing | AUSTRALIA | N | Redhead Beach, Newcastle | White Shark | New South Wales | Unprovoked | 2012.00 |
| 1094 | Kayaking / Fishing | USA | N | Leffingwell Landing, Cambria, San Luis Obispo... | White Shark | California | Watercraft | 2012.00 |
| 1096 | Paddle boarding | USA | N | Off Catalina Island | White Shark | California | Unprovoked | 2012.00 |
| 1098 | Body boarding | SOUTH AFRICA | Y | Caves near Kogel Bay | White Shark | Western Cape Province | Unprovoked | 2012.00 |
| 1099 | Kayaking | AUSTRALIA | N | Dolphin Bay, Innes National Park | White Shark | South Australia | Watercraft | 2012.00 |
| 1102 | Scuba diving | AUSTRALIA | Y | Stratham Beach | White Shark | Western Australia | Unprovoked | 2012.00 |
| 1104 | Crayfishing | AUSTRALIA | N | Kalbarri | White Shark | Western Australia | Watercraft | 2012.00 |
| 1117 | Fishing | SOUTH AFRICA | N | Strandfontein | White Shark | Western Cape Province | Watercraft | 2012.00 |
| 1123 | Surfing | AUSTRALIA | N | Redhead Beach | White Shark | New South Wales | Unprovoked | 2012.00 |
| 1125 | Surfing | USA | N | Lincoln City, Lincoln County | White Shark | Oregon | Unprovoked | 2012.00 |
| 1134 | Surfing | AUSTRALIA | N | Angourie | White Shark | New South Wales | Unprovoked | 2011.00 |
| 1142 | Kayaking | USA | N | Pigeon Point | White Shark | California | Watercraft | 2011.00 |
| 1146 | Surfing | USA | N | Marina State Beach, Monterey County | White Shark | California | Unprovoked | 2011.00 |
| 1149 | Diving | AUSTRALIA | Y | Rottnest Island | White Shark | Western Australia | Unprovoked | 2011.00 |
| 1150 | Surfing | USA | N | Newport, Lincoln County | White Shark | Oregon | Unprovoked | 2011.00 |
| 1160 | Swimming | SOUTH AFRICA | N | Clovely Beach | White Shark | Western Cape Province | Unprovoked | 2011.00 |
| 1170 | Body boarding | AUSTRALIA | Y | Bunker Bay | White Shark | Western Australia | Unprovoked | 2011.00 |
| 1178 | Surfing | SOUTH AFRICA | Y | Lookout Beach, near the Keurbooms river mouth ... | White Shark | Western Cape Province | Unprovoked | 2011.00 |
| 1192 | Surfing | SOUTH AFRICA | N | Cintza Beach, East London | White Shark | Eastern Cape Province | Unprovoked | 2011.00 |
| 1217 | Surfing | SOUTH AFRICA | N | Robberg Beach | White Shark | Western Cape Province | Unprovoked | 2011.00 |
| 1244 | Diving for abalone | AUSTRALIA | Y | Off Perforated Island near Coffin Bay | White Shark | South Australia | Unprovoked | 2011.00 |
| 1255 | Fishing | AUSTRALIA | N | Busselton | White Shark | Western Australia | Watercraft | 2011.00 |
| 1270 | Fishing | AUSTRALIA | N | Between Carnac and Garden Islands | White Shark | Western Australia | Watercraft | 2010.00 |
| 1271 | Snorkeling | AUSTRALIA | N | Off Garden Island | White Shark | Western Australia | Unprovoked | 2010.00 |
| 1277 | Body boarding | USA | Y | Surf Beach, Vandenberg AFB, Santa Barbara County | White Shark | California | Unprovoked | 2010.00 |
| 1283 | Surfing | USA | N | Winchester Bay | White Shark | Oregon | Unprovoked | 2010.00 |
| 1285 | Swimming | SOUTH AFRICA | Y | Between Dyer Island and Pearly Beach | White Shark | Western Cape Province | Unprovoked | 2010.00 |
| 1295 | Surfing | AUSTRALIA | Y | Cowaramup Bay | White Shark | Western Australia | Unprovoked | 2010.00 |
| 1296 | Kayak Fishing | USA | N | Pigeon Point, San Mateo County | White Shark | California | Watercraft | 2010.00 |
| 1303 | Kayaking | USA | N | Near oil rig Hondo, 5 nm from Gaviota, Santa B... | White Shark | California | Watercraft | 2010.00 |
| 1341 | Body boarding | AUSTRALIA | N | Turners Beach | White Shark | New South Wales | Unprovoked | 2010.00 |
| 1350 | Standing | SOUTH AFRICA | Y | Fish Hoek | White Shark | Western Province | Unprovoked | 2010.00 |
| 17 | Swimming | ST MARTIN | Y | Orient Beach | Tiger Shark | Caribbean | Unprovoked | 2020.00 |
| 19 | Surfing | USA | Y | Honolua Bay | Tiger Shark | Hawaii | Unprovoked | 2020.00 |
| 24 | Snorkeling | NEW CALEDONIA | N | St. Vincent Bay | Tiger Shark | South Province | Unprovoked | 2020.00 |
| 25 | Body boarding | AUSTRALIA | Y | Cable Beach | Tiger Shark | Western Australia | Unprovoked | 2020.00 |
| 79 | Windsurfing | NEW CALEDONIA | Y | Plateau de Ricaudy, Nouméa | Tiger Shark | South Province | Unprovoked | 2020.00 |
| 83 | Surfing | USA | N | Davidsons Beach, Kauai | Tiger Shark | Hawaii | Unprovoked | 2020.00 |
| 104 | Stand-Up Paddle boarding | USA | N | Wailea | Tiger Shark | Maui | Unprovoked | 2020.00 |
| 122 | Kayaking | REUNION ISLAND | Y | Saline-les-Bains | Tiger Shark | Saint-Paul | Questionable | 2019.00 |
| 124 | Stand-Up Paddleboarding | USA | N | Cove Park, Kihei, Maui | Tiger Shark | Hawaii | Unprovoked | 2019.00 |
| 135 | Snorkeling | REUNION ISLAND | Y | L’Hermitage Lagoon | Tiger Shark | Saint-Gilles | Questionable | 2019.00 |
| 136 | Snorkeling | AUSTRALIA | N | Off Airlie Beach, Whitsundays | Tiger Shark | Queensland | Unprovoked | 2019.00 |
| 192 | Scuba diving | FIJI | N | Beqa | Tiger Shark | Oceania | Unprovoked | 2019.00 |
| 201 | Kayaking | USA | N | Anaehoomalu Bay, Hawaii | Tiger Shark | Hawaii | Unprovoked | 2019.00 |
| 204 | Picking opihi | USA | N | North Koahala, Big Island | Tiger Shark | Hawaii | Questionable | 2019.00 |
| 218 | Surfing | USA | N | Hanalei Bay, Kauai | Tiger Shark | Hawaii | Unprovoked | 2019.00 |
| 227 | Diving | MEXICO | Y | Southeast of Puerto Peñasco | Tiger Shark | Sonora | Unprovoked | 2018.00 |
| 236 | Kayaking | AUSTRALIA | N | Moffat Beach | Tiger Shark | Queensland | Watercraft | 2018.00 |
| 263 | Stand-Up Paddleboarding | USA | N | Pounders Beach, Oahu | Tiger Shark | Hawaii | Unprovoked | 2018.00 |
| 277 | Snorkeling | EGYPT | Y | Marsa Alam | Tiger Shark | Red Sea | Unprovoked | 2018.00 |
| 297 | Free diving | MEXICO | N | La Ticla | Tiger Shark | Colima | Provoked | 2018.00 |
| 299 | Swimming | BRAZIL | Y | Piedade Beach, Recife | Tiger Shark | Pernambuco | Unprovoked | 2018.00 |
| 313 | Scuba diving | COSTA RICA | N | Manuelita | Tiger Shark | Cocos Island | Unprovoked | 2018.00 |
| 318 | Fishing | MALDIVES | N | Madoogali | Tiger Shark | Alifu Alifu Atoll | Unprovoked | 2018.00 |
| 325 | Surfing | BAHAMAS | N | Nirvana Beach | Tiger Shark | New Providence | Unprovoked | 2018.00 |
| 330 | Stand-Up Paddleboarding | USA | N | Kukio Beach | Tiger Shark | Hawaii | Unprovoked | 2018.00 |
| 348 | Surfing | USA | N | Hultins Beach, Oahu | Tiger Shark | Hawaii | Unprovoked | 2017.00 |
| 359 | Night bathing | CUBA | Y | Guardalavaca Beach | Tiger Shark | Holquin Province | Unprovoked | 2017.00 |
| 370 | Surfing | USA | N | Davidsons Beach, Kekaha, Kauai | Tiger Shark | Hawaii | Unprovoked | 2017.00 |
| 418 | Fishing | MEXICO | N | Sánchez Magallanes, Cárdenas | Tiger Shark | Tabasco | Provoked | 2017.00 |
| 434 | Snorkeling | BAHAMAS | N | Athol Island | Tiger Shark | New Providence | Unprovoked | 2017.00 |
| 436 | Feeding sharks | USA | N | Off Jupiter | Tiger Shark | Florida | Unprovoked | 2017.00 |
| 452 | Surfing | USA | N | Kekaha Beach, Kauai | Tiger Shark | Hawaii | Unprovoked | 2017.00 |
| 476 | Fishing | SOUTH AFRICA | N | Eastmoor Crescent Beach | Tiger Shark | KwaZulu-Natal | Watercraft | 2017.00 |
| 497 | Floating | USA | N | Kamaole Beach Park I, Maui | Tiger Shark | Hawaii | Unprovoked | 2016.00 |
| 518 | Swimming | USA | N | Makaha, Oahu | Tiger Shark | Hawaii | Unprovoked | 2016.00 |
| 530 | SUP Foil boarding | USA | N | Maui | Tiger Shark | Hawaii | Unprovoked | 2016.00 |
| 541 | Fishing | USA | N | 8 miles off Mobile | Tiger Shark | Alabama | Watercraft | 2016.00 |
| 587 | Walking | NEW CALEDONIA | Y | Poe Beach | Tiger Shark | Grand Terre | Unprovoked | 2016.00 |
| 615 | Paddle boarding | USA | N | Wailea Beach, Maui | Tiger Shark | Hawaii | Unprovoked | 2016.00 |
| 623 | Scuba diving | BRAZIL | N | Fernano de Noronha | Tiger Shark | Pernambuco | Unprovoked | 2015.00 |
| 644 | Swimming | USA | N | Lanikai Beach, Kailua, Oahu | Tiger Shark | Hawaii | Unprovoked | 2015.00 |
| 647 | Surfing | USA | N | Leftovers, Oahu | Tiger Shark | Hawaii | Unprovoked | 2015.00 |
| 657 | Spearfishing | USA | N | Upolu Point, North Kohala, Big Island | Tiger Shark | Hawaii | Unprovoked | 2015.00 |
| 669 | Spearfishing | FIJI | N | Fiji | Tiger Shark | Oceania | Unprovoked | 2015.00 |
| 740 | Standing / Snorkeling | USA | N | Hapuna Beach | Tiger Shark | Hawaii | Unprovoked | 2015.00 |
| 746 | Swimming | REUNION | Y | Ravine Mula | Tiger Shark | d’Étang-Salé | Unprovoked | 2015.00 |
| 769 | Spearfishing | AUSTRALIA | Y | Rudder Reef | Tiger Shark | Queensland | Unprovoked | 2014.00 |
| 779 | Surfing | USA | N | North Kohala, Hawaii County | Tiger Shark | Hawaii | Unprovoked | 2014.00 |
| 781 | Stand-Up Paddleboarding | USA | N | Kihei, Maui | Tiger Shark | Hawaii | Unprovoked | 2014.00 |
| 892 | Boogie boarding | USA | N | Ninole Bay, Hawaii County | Tiger Shark | Hawaii | Unprovoked | 2013.00 |
| 896 | Body boarding | AUSTRALIA | Y | Riecks Point, Campbells Beach | Tiger Shark | New South Wales | Unprovoked | 2013.00 |
| 904 | Kiteboarding | USA | N | Kanaha Beach, Maui | Tiger Shark | Hawaii | Unprovoked | 2013.00 |
| 910 | Surfing | USA | N | Pila'a Beach, Kauai | Tiger Shark | Hawaii | Unprovoked | 2013.00 |
| 938 | Snorkeling | USA | Y | Makena, Maui | Tiger Shark | Hawaii | Unprovoked | 2013.00 |
| 947 | Surfing | USA | N | White Plains Beach, Oahu | Tiger Shark | Hawaii | Unprovoked | 2013.00 |
| 963 | Swimming | USA | N | Kona Coast State Park | Tiger Shark | Hawaii | Unprovoked | 2013.00 |
| 979 | Swimming | MEXICO | N | Seagull Beach, Cancun | Tiger Shark | Quintana Roo | Unprovoked | 2013.00 |
| 995 | Spearfishing | JAMAICA | Y | Pillikin Red Light area | Tiger Shark | St. Catherine | Unprovoked | 2013.00 |
| 1008 | Surfing | USA | N | Kiholo Bay | Tiger Shark | Hawaii | Unprovoked | 2013.00 |
| 1014 | Swimming | SOUTH AFRICA | Y | Port St. Johns | Tiger Shark | Eastern Cape Province | Unprovoked | 2012.00 |
| 1015 | Surfing | AUSTRALIA | N | Trigg Beach | Tiger Shark | Western Australia | Unprovoked | 2012.00 |
| 1019 | Snorkeling | USA | N | Kihei, Maui | Tiger Shark | Hawaii | Unprovoked | 2012.00 |
| 1023 | Diving | USA | N | Makena Landing, Maui | Tiger Shark | Hawaii | Unprovoked | 2012.00 |
| 1024 | Surfing | USA | N | Davidsons Surf Break, Kekaha, Kauai | Tiger Shark | Hawaii | Unprovoked | 2012.00 |
| 1026 | Swimming | USA | N | Makena Landing, Maui | Tiger Shark | Hawaii | Unprovoked | 2012.00 |
| 1046 | Spearfishing | USA | N | Spreckelsville, Maui | Tiger Shark | Hawaii | Provoked | 2012.00 |
| 1092 | Kayak Fishing | USA | N | Iroquiois Point, Oahu | Tiger Shark | Hawaii | Watercraft | 2012.00 |
| 1100 | Surfing | USA | N | Leftovers near Chuns Reef, Oahu | Tiger Shark | Hawaii | Unprovoked | 2012.00 |
| 1120 | Snorkeling | AUSTRALIA | N | Coral Bay | Tiger Shark | Western Australia | Unprovoked | 2012.00 |
| 1121 | Diving, photographing sharks | BAHAMAS | N | Cat Island | Tiger Shark | Bahamas | Unprovoked | 2012.00 |
| 1168 | Kite Surfing | PAPUA NEW GUINEA | N | Hula, near Port Moresby | Tiger Shark | Central Province | Unprovoked | 2011.00 |
| 1218 | Surfing | USA | N | Lyman Beach, Kailua-Kona | Tiger Shark | Hawaii | Unprovoked | 2011.00 |
| 1219 | Paddle boarding | USA | N | Lyman Beach, Kailua-Kona | Tiger Shark | Hawaii | Unprovoked | 2011.00 |
| 1222 | Kite Boarding | NEW CALEDONIA | Y | Kendec | Tiger Shark | North Province | Unprovoked | 2011.00 |
| 38 | Snorkeling | USA | N | Sombero Key Light, Monroe County | Bull Shark | Florida | Unprovoked | 2020.00 |
| 67 | Treading water | USA | N | Neuse River, Craven County | Bull Shark | North Carolina | Unprovoked | 2020.00 |
| 70 | Wading | USA | N | Melbourne Beach, Brevard County | Bull Shark | Florida | Unprovoked | 2020.00 |
| 75 | Playing | USA | N | Homestead, Miami-Dade County | Bull Shark | Florida | Unprovoked | 2020.00 |
| 84 | Spearfishing | BAHAMAS | N | NoName Cay | Bull Shark | Abaco Islands | Unprovoked | 2020.00 |
| 85 | Spearfishing | AUSTRALIA | N | Lucinda | Bull Shark | Queensland | Unprovoked | 2020.00 |
| 86 | Playing | THAILAND | N | Chebilang pier | Bull Shark | Muang district of Satun province, | Unprovoked | 2020.00 |
| 94 | Surfing | USA | N | Cocoa Beach, Brevard County | Bull Shark | Florida | Unprovoked | 2020.00 |
| 183 | Swimming | USA | N | Wilmington River, Chatham County | Bull Shark | Georgia | Unprovoked | 2019.00 |
| 190 | Swimming | NEW CALEDONIA | N | Port South Marina | Bull Shark | Noumea | Unprovoked | 2019.00 |
| 221 | Spearfishing | USA | N | Key Biscayne | Bull Shark | Florida | Unprovoked | 2019.00 |
| 247 | Body Surfing | AUSTRALIA | N | Samurai Beach | Bull Shark | New South Wales | Unprovoked | 2018.00 |
| 254 | Fish farm | AUSTRALIA | N | Groote Eylandt | Bull Shark | Northern Territory | Unprovoked | 2018.00 |
| 302 | Walking | USA | N | Cocoa Beach, Brevard County | Bull Shark | Florida | Unprovoked | 2018.00 |
| 321 | Swimming | THAILAND | N | Sai Noi Beach | Bull Shark | Hua Hin | Unprovoked | 2018.00 |
| 328 | Swimming | BAHAMAS | N | Bimini | Bull Shark | Bahamas | Unprovoked | 2018.00 |
| 337 | Walking | AUSTRALIA | N | Surf Beach, Kiama | Bull Shark | New South Wales | Unprovoked | 2018.00 |
| 342 | Spearfishing | AUSTRALIA | N | Cone Bay | Bull Shark | Western Australia | Unprovoked | 2018.00 |
| 343 | Spearfishing | NEW CALEDONIA | N | Nouvelle | Bull Shark | Oceania | Unprovoked | 2018.00 |
| 417 | Swimming | USA | N | Haulover Beach, Miami-Dade County | Bull Shark | Florida | Unprovoked | 2017.00 |
| 424 | Swimming | USA | N | Burkes Beach, Hilton Head, Beaufort County | Bull Shark | South Carolina | Unprovoked | 2017.00 |
| 425 | Body boarding | REUNION | N | Roches Noire | Bull Shark | Saint-Paul | Unprovoked | 2017.00 |
| 462 | Swimming | USA | N | Destin, Okaloosa County | Bull Shark | Florida | Unprovoked | 2017.00 |
| 470 | Snorkeling | AUSTRALIA | N | Mauds Point | Bull Shark | Western Australia | Unprovoked | 2017.00 |
| 481 | Scuba Diving | AUSTRALIA | N | Boot Reef, Torres Strait | Bull Shark | Queensland | Unprovoked | 2017.00 |
| 484 | Surfing | INDONESIA | N | Balian Beach | Bull Shark | Bali | Unprovoked | 2017.00 |
| 525 | Surfing | USA | N | New Smyrna Beach, Volusia County | Bull Shark | Florida | Unprovoked | 2016.00 |
| 527 | Surfing | REUNION | N | Boucan Canot | Bull Shark | Saint-Paul | Unprovoked | 2016.00 |
| 539 | Spearfishing | BAHAMAS | N | Green Turtle Cay | Bull Shark | Abaco Islands | Unprovoked | 2016.00 |
| 573 | Swimming | USA | N | St. Petersburg, Pinellas County | Bull Shark | Florida | Unprovoked | 2016.00 |
| 580 | Surfing | INDONESIA | N | Balian | Bull Shark | Bali | Unprovoked | 2016.00 |
| 586 | Spearfishing | USA | N | Off Singer Island, Palm Beach County | Bull Shark | Florida | Unprovoked | 2016.00 |
| 613 | Spearfishing | USA | N | Off Surfside | Bull Shark | Texas | Unprovoked | 2016.00 |
| 626 | Lobster fishing | BAHAMAS | N | Off Andros Island | Bull Shark | Bahamas | Unprovoked | 2015.00 |
| 632 | Surfing | AUSTRALIA | N | East Ballina | Bull Shark | New South Wales | Unprovoked | 2015.00 |
| 687 | Surfing | REUNION | N | Saint-Leu | Bull Shark | Saint-Paul | Unprovoked | 2015.00 |
| 699 | Swimming | USA | N | Rodanthe, Dare County | Bull Shark | North Carolina | Unprovoked | 2015.00 |
| 711 | Wading | USA | N | Oak Island, Brunswick County | Bull Shark | North Carolina | Unprovoked | 2015.00 |
| 712 | Wading | USA | N | Oak Island, Brunswick County | Bull Shark | North Carolina | Unprovoked | 2015.00 |
| 715 | Playing | USA | N | Lori Wilson Park, Cocoa Beach, Brevard County | Bull Shark | Florida | Unprovoked | 2015.00 |
| 717 | Surfing | REUNION | N | Folette | Bull Shark | Le Port | Unprovoked | 2015.00 |
| 724 | Snorkeling | NEW CALEDONIA | Y | Kouare | Bull Shark | Oceania | Unprovoked | 2015.00 |
| 733 | Surfing | REUNION | Y | Cap Homard | Bull Shark | Saint-Gilles-les-Bains | Unprovoked | 2015.00 |
| 735 | Spearfishing | USA | N | 3 miles off Jupiter, Palm Beach County | Bull Shark | Florida | Unprovoked | 2015.00 |
| 750 | Rowing | AUSTRALIA | N | Nerang River, Surfers Paradise | Bull Shark | Queensland | Watercraft | 2015.00 |
| 786 | Standing in inner tube | USA | N | Hilton Head Island, Beaufort County | Bull Shark | South Carolina | Unprovoked | 2014.00 |
| 800 | Fishing | USA | N | Katrina Cut, Dauphin Island, Mobile County | Bull Shark | Alabama | Unprovoked | 2014.00 |
| 811 | Fishing for sharks | USA | N | Apalachicola Bay | Bull Shark | Florida | Provoked | 2014.00 |
| 814 | Standing | USA | N | 3 to 4 miles west of Indian Pass, Gulf County | Bull Shark | Florida | Unprovoked | 2014.00 |
| 816 | Spearfishing | BAHAMAS | N | Grand Bahamas | Bull Shark | Bahamas | Unprovoked | 2014.00 |
| 818 | Swimming | USA | N | Lake Ponchartain off Southshore Harbor, New Or... | Bull Shark | Louisiana | Unprovoked | 2014.00 |
| 847 | Swimming | USA | N | Fort Lauderdale | Bull Shark | Florida | Unprovoked | 2014.00 |
| 850 | Fell into the water | AUSTRALIA | N | Nerang River near Chevron Island | Bull Shark | Queensland | Unprovoked | 2014.00 |
| 921 | Swimming | USA | N | Casino Beach, Pensacola, Escambia County | Bull Shark | Florida | Unprovoked | 2013.00 |
| 940 | Surfing | USA | N | Folly Beach | Bull Shark | South Carolina | Unprovoked | 2013.00 |
| 942 | Fishing | USA | N | Sanibel Island, Lee County | Bull Shark | Florida | Unprovoked | 2013.00 |
| 961 | Swimming | USA | N | Jacksonville, Duval County | Bull Shark | Florida | Unprovoked | 2013.00 |
| 976 | Body boarding | REUNION | Y | Brisant Beach | Bull Shark | Saint-Gilles | Unprovoked | 2013.00 |
| 983 | Surfing | USA | N | New Smyrna Beach, Volusia County | Bull Shark | Florida | Unprovoked | 2013.00 |
| 1013 | Paddle boarding | AUSTRALIA | N | Kylies Beach, Diamond Head | Bull Shark | New South Wales | Unprovoked | 2012.00 |
| 1038 | Swimming | TONGA | N | Eueiki Island | Bull Shark | Vava'u | Unprovoked | 2012.00 |
| 1054 | Surfing | REUNION | N | Saint-Leu | Bull Shark | Saint-Paul | Unprovoked | 2012.00 |
| 1090 | Free diving / spearfishing | MEXICO | N | Boca de la Leña, La Unión | Bull Shark | Guerrero | Unprovoked | 2012.00 |
| 1105 | Surfing | AUSTRALIA | N | Nobbys Beach | Bull Shark | Queensland | Unprovoked | 2012.00 |
| 1106 | Surfing | USA | N | Jensen Beach, Martin County | Bull Shark | Florida | Unprovoked | 2012.00 |
| 1161 | Spearfishing | USA | N | Santa Maria Island, Manatee County | Bull Shark | Florida | Unprovoked | 2011.00 |
| 1185 | Swimming or Snorkeling | SEYCHELLES | Y | Anse Lazio | Bull Shark | Praslin | Unprovoked | 2011.00 |
| 1204 | Playing in the surf | USA | N | North Topsail Beach, Onslow County | Bull Shark | North Carolina | Unprovoked | 2011.00 |
| 1227 | Spearfishing | USA | N | Riviera Beach, Palm Beach County | Bull Shark | Florida | Unprovoked | 2011.00 |
| 1231 | Surfing | INDONESIA | N | Balian | Bull Shark | Bali | Unprovoked | 2011.00 |
| 1234 | Swimming | MEXICO | N | Gaviotas Beach, Cancun | Bull Shark | Quintana Roo | Unprovoked | 2011.00 |
| 1235 | Surfing | AUSTRALIA | N | Crowdy Head | Bull Shark | New South Wales | Unprovoked | 2011.00 |
| 1241 | Fishing | AUSTRALIA | N | Between | Bull Shark | Queensland | Provoked | 2011.00 |
| 1279 | Surfing | AUSTRALIA | N | Mullaway Headland | Bull Shark | New South Wales | Unprovoked | 2010.00 |
| 1317 | Surfing | USA | N | Eight Mile Beach, Galveston | Bull Shark | Texas | Unprovoked | 2010.00 |
shark_df.info()
<class 'pandas.core.frame.DataFrame'> Int64Index: 298 entries, 15 to 1317 Data columns (total 8 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Activity 298 non-null object 1 Country 298 non-null object 2 Fatal 298 non-null object 3 Location 298 non-null object 4 Species 298 non-null object 5 State 298 non-null object 6 Type 298 non-null object 7 Year 298 non-null float64 dtypes: float64(1), object(7) memory usage: 21.0+ KB
shark_df.columns
Index(['Activity', 'Country', 'Fatal', 'Location', 'Species', 'State', 'Type',
'Year'],
dtype='object')
shark_df.shape
(298, 8)
shark_df['Fatal'].count()
298
sns.countplot(x='Species', hue='State',data=shark_df)
plt.legend(bbox_to_anchor=(1.01, 1),borderaxespad=0)
<matplotlib.legend.Legend at 0x7f9a68918550>
sns.countplot(x='Species', hue='Country',data=shark_df)
plt.legend(bbox_to_anchor=(1.01, 1),borderaxespad=0)
<matplotlib.legend.Legend at 0x7f9a69296af0>
sns.countplot(x='Species',hue='Fatal',data=shark_df)
<AxesSubplot:xlabel='Species', ylabel='count'>
shark_df[shark_df['Fatal']=='Y'].count()
Activity 48 Country 48 Fatal 48 Location 48 Species 48 State 48 Type 48 Year 48 dtype: int64
shark_df.isnull().sum()
Activity 0 Country 0 Fatal 0 Location 0 Species 0 State 0 Type 0 Year 0 dtype: int64
shark_df.apply(lambda x: len(x.unique()))
Activity 67 Country 23 Fatal 2 Location 285 Species 3 State 64 Type 5 Year 11 dtype: int64
shark_df.sort_values(by=['Year'],ascending=False).reset_index(drop=True)
| Activity | Country | Fatal | Location | Species | State | Type | Year | |
|---|---|---|---|---|---|---|---|---|
| 0 | Swimming | USA | N | Coronado, San Diego County | White Shark | California | Unprovoked | 2020.00 |
| 1 | Surfing | AUSTRALIA | N | Kangaroo Island | White Shark | South Australia | Unprovoked | 2020.00 |
| 2 | Surfing | USA | N | Cocoa Beach, Brevard County | Bull Shark | Florida | Unprovoked | 2020.00 |
| 3 | Playing | THAILAND | N | Chebilang pier | Bull Shark | Muang district of Satun province, | Unprovoked | 2020.00 |
| 4 | Spearfishing | AUSTRALIA | N | Lucinda | Bull Shark | Queensland | Unprovoked | 2020.00 |
| 5 | Spearfishing | BAHAMAS | N | NoName Cay | Bull Shark | Abaco Islands | Unprovoked | 2020.00 |
| 6 | Playing | USA | N | Homestead, Miami-Dade County | Bull Shark | Florida | Unprovoked | 2020.00 |
| 7 | Wading | USA | N | Melbourne Beach, Brevard County | Bull Shark | Florida | Unprovoked | 2020.00 |
| 8 | Treading water | USA | N | Neuse River, Craven County | Bull Shark | North Carolina | Unprovoked | 2020.00 |
| 9 | Snorkeling | USA | N | Sombero Key Light, Monroe County | Bull Shark | Florida | Unprovoked | 2020.00 |
| 10 | Stand-Up Paddle boarding | USA | N | Wailea | Tiger Shark | Maui | Unprovoked | 2020.00 |
| 11 | Surfing | USA | N | Davidsons Beach, Kauai | Tiger Shark | Hawaii | Unprovoked | 2020.00 |
| 12 | Windsurfing | NEW CALEDONIA | Y | Plateau de Ricaudy, Nouméa | Tiger Shark | South Province | Unprovoked | 2020.00 |
| 13 | Body boarding | AUSTRALIA | Y | Cable Beach | Tiger Shark | Western Australia | Unprovoked | 2020.00 |
| 14 | Snorkeling | NEW CALEDONIA | N | St. Vincent Bay | Tiger Shark | South Province | Unprovoked | 2020.00 |
| 15 | Surfing | USA | Y | Honolua Bay | Tiger Shark | Hawaii | Unprovoked | 2020.00 |
| 16 | Swimming | ST MARTIN | Y | Orient Beach | Tiger Shark | Caribbean | Unprovoked | 2020.00 |
| 17 | Surfing | NEW ZEALAND | N | Pauanui Beach | White Shark | North Island | Unprovoked | 2020.00 |
| 18 | Kayak fishing | USA | N | Shelter Cove, Humboldt County | White Shark | California | Unprovoked | 2020.00 |
| 19 | Fishing | AUSTRALIA | N | Stanley | White Shark | Tasmania | Unprovoked | 2020.00 |
| 20 | Surfing | AUSTRALIA | Y | Wilsons Headland | White Shark | New South Wales | Unprovoked | 2020.00 |
| 21 | Scuba diving | AUSTRALIA | Y | Cull Island / Esperance | White Shark | Western Australia | Unprovoked | 2020.00 |
| 22 | Swimming | USA | Y | Bailey Island, Cumberland County | White Shark | Maine | Unprovoked | 2020.00 |
| 23 | Sightseeing | AUSTRALIA | N | Tenth Island | White Shark | Tasmania | Watercraft | 2020.00 |
| 24 | Surfing | AUSTRALIA | N | Bunker Bay Beach | White Shark | Western Australia | Unprovoked | 2020.00 |
| 25 | Surfing | AUSTRALIA | N | Shelly Beach, Port Macquarie | White Shark | New South Wales | Unprovoked | 2020.00 |
| 26 | Fishing / Filming sharks feeding on whale carcass | AUSTRALIA | N | Forster | White Shark | New South Wales | Watercraft | 2020.00 |
| 27 | Surfing | AUSTRALIA | Y | Greenmount Beach, Coolangatta | White Shark | Queensland | Unprovoked | 2020.00 |
| 28 | Foil-boarding | AUSTRALIA | N | Cabarita Beach | White Shark | New South Wales | Unprovoked | 2020.00 |
| 29 | Surfing | AUSTRALIA | Y | Salt Beach near Kingscliff | White Shark | New South Wales | Unprovoked | 2020.00 |
| 30 | Surfing | USA | Y | Sand Dollar Beach, Santa Cruz County | White Shark | California | Unprovoked | 2020.00 |
| 31 | Kayak fishing | NEW ZEALAND | N | Stanmore Bay, Auckland | White Shark | North Island | Provoked | 2020.00 |
| 32 | Snorkeling | REUNION ISLAND | Y | L’Hermitage Lagoon | Tiger Shark | Saint-Gilles | Questionable | 2019.00 |
| 33 | Kayaking | REUNION ISLAND | Y | Saline-les-Bains | Tiger Shark | Saint-Paul | Questionable | 2019.00 |
| 34 | Kayaking fishing | SOUTH AFRICA | N | East London | White Shark | Eastern Cape Province | Watercraft | 2019.00 |
| 35 | Fishing | AUSTRALIA | N | Shellharbour | White Shark | New South Wales | Provoked | 2019.00 |
| 36 | Snorkeling | AUSTRALIA | N | Off Airlie Beach, Whitsundays | Tiger Shark | Queensland | Unprovoked | 2019.00 |
| 37 | Scuba diving | FIJI | N | Beqa | Tiger Shark | Oceania | Unprovoked | 2019.00 |
| 38 | Kayaking | USA | N | Anaehoomalu Bay, Hawaii | Tiger Shark | Hawaii | Unprovoked | 2019.00 |
| 39 | Picking opihi | USA | N | North Koahala, Big Island | Tiger Shark | Hawaii | Questionable | 2019.00 |
| 40 | Swimming | USA | N | Wilmington River, Chatham County | Bull Shark | Georgia | Unprovoked | 2019.00 |
| 41 | Swimming | NEW CALEDONIA | N | Port South Marina | Bull Shark | Noumea | Unprovoked | 2019.00 |
| 42 | Spearfishing | USA | N | Key Biscayne | Bull Shark | Florida | Unprovoked | 2019.00 |
| 43 | Surfing | USA | N | Hanalei Bay, Kauai | Tiger Shark | Hawaii | Unprovoked | 2019.00 |
| 44 | Stand-Up Paddleboarding | USA | N | Cove Park, Kihei, Maui | Tiger Shark | Hawaii | Unprovoked | 2019.00 |
| 45 | Scuba diving | NEW ZEALAND | N | Pitt Island or Chatham Island | White Shark | Chatham Islands | Unprovoked | 2019.00 |
| 46 | Surfing | USA | N | San Onofre, San Diego County | White Shark | California | Unprovoked | 2019.00 |
| 47 | Surfing | USA | N | North Salmon Creek Beach, Sonoma County | White Shark | California | Unprovoked | 2019.00 |
| 48 | Spearfishing | AUSTRALIA | N | Burns Beach, Perth | White Shark | Western Australia | Unprovoked | 2019.00 |
| 49 | Kayaking | USA | N | Ship Rock near Catalina, Los Angeles County | White Shark | California | Watercraft | 2019.00 |
| 50 | Surfing | AUSTRALIA | N | Lighthouse Beach | White Shark | New South Wales | Unprovoked | 2019.00 |
| 51 | Surfing | USA | N | Sandspit Beach, Montaña de Oro State Park | White Shark | California | Unprovoked | 2019.00 |
| 52 | Kayaking | AUSTRALIA | N | Moffat Beach | Tiger Shark | Queensland | Watercraft | 2018.00 |
| 53 | Diving | USA | N | Beacons Beach, San Diego County | White Shark | California | Unprovoked | 2018.00 |
| 54 | Swimming | BRAZIL | Y | Piedade Beach, Recife | Tiger Shark | Pernambuco | Unprovoked | 2018.00 |
| 55 | Surfing | NEW ZEALAND | N | Baylys Beach | White Shark | North Island | Unprovoked | 2018.00 |
| 56 | Scuba diving | COSTA RICA | N | Manuelita | Tiger Shark | Cocos Island | Unprovoked | 2018.00 |
| 57 | Stand-Up Paddleboarding | USA | N | Pounders Beach, Oahu | Tiger Shark | Hawaii | Unprovoked | 2018.00 |
| 58 | Surfing | BAHAMAS | N | Nirvana Beach | Tiger Shark | New Providence | Unprovoked | 2018.00 |
| 59 | Stand-Up Paddleboarding | USA | N | Kukio Beach | Tiger Shark | Hawaii | Unprovoked | 2018.00 |
| 60 | Fishing | USA | N | Humboldt County | White Shark | California | Watercraft | 2018.00 |
| 61 | Diving | MEXICO | Y | Southeast of Puerto Peñasco | Tiger Shark | Sonora | Unprovoked | 2018.00 |
| 62 | Surfing | SOUTH AFRICA | N | St. Francis Bay | White Shark | Eastern Cape Province | Unprovoked | 2018.00 |
| 63 | Surf-skiing | SOUTH AFRICA | N | Robberg Beach, Plettenberg Bay | White Shark | Western Cape Province | Unprovoked | 2018.00 |
| 64 | Fishing | SOUTH AFRICA | N | Tinley Manor | White Shark | KwaZulu-Natal | Unprovoked | 2018.00 |
| 65 | Paddling | USA | N | Oceanside, San Diego County | White Shark | California | Watercraft | 2018.00 |
| 66 | Swimming | USA | N | Longnook Beach, Truro, Barnstable County | White Shark | Massachusetts | Unprovoked | 2018.00 |
| 67 | Boogie boarding | USA | Y | Newcomb Hollow Beach, Wellfleet, Barnstable Co... | White Shark | Massachusetts | Unprovoked | 2018.00 |
| 68 | Surfing | AUSTRALIA | N | South Point, Gracetown | White Shark | Western Australia | Unprovoked | 2018.00 |
| 69 | Fishing | MALDIVES | N | Madoogali | Tiger Shark | Alifu Alifu Atoll | Unprovoked | 2018.00 |
| 70 | Snorkeling | EGYPT | Y | Marsa Alam | Tiger Shark | Red Sea | Unprovoked | 2018.00 |
| 71 | Walking | AUSTRALIA | N | Surf Beach, Kiama | Bull Shark | New South Wales | Unprovoked | 2018.00 |
| 72 | Free diving | AUSTRALIA | N | Martin Islet | White Shark | New South Wales | Unprovoked | 2018.00 |
| 73 | Swimming | AUSTRALIA | N | Little Congwong Beach, La Perouse | White Shark | New South Wales | Unprovoked | 2018.00 |
| 74 | Body Surfing | AUSTRALIA | N | Samurai Beach | Bull Shark | New South Wales | Unprovoked | 2018.00 |
| 75 | Spearfishing | AUSTRALIA | N | Cone Bay | Bull Shark | Western Australia | Unprovoked | 2018.00 |
| 76 | Spearfishing | NEW CALEDONIA | N | Nouvelle | Bull Shark | Oceania | Unprovoked | 2018.00 |
| 77 | Swimming | BAHAMAS | N | Bimini | Bull Shark | Bahamas | Unprovoked | 2018.00 |
| 78 | Swimming | THAILAND | N | Sai Noi Beach | Bull Shark | Hua Hin | Unprovoked | 2018.00 |
| 79 | Walking | USA | N | Cocoa Beach, Brevard County | Bull Shark | Florida | Unprovoked | 2018.00 |
| 80 | Fish farm | AUSTRALIA | N | Groote Eylandt | Bull Shark | Northern Territory | Unprovoked | 2018.00 |
| 81 | Free diving | MEXICO | N | La Ticla | Tiger Shark | Colima | Provoked | 2018.00 |
| 82 | Spearfishing | USA | N | Stillwater Cove, Monterey County | White Shark | California | Unprovoked | 2017.00 |
| 83 | Kayaking / Fishing | AUSTRALIA | N | Normanville | White Shark | South Australia | Unprovoked | 2017.00 |
| 84 | Surfing | AUSTRALIA | N | Gracetown | White Shark | Western Australia | Unprovoked | 2017.00 |
| 85 | Fishing | AUSTRALIA | N | Esperance | White Shark | Westerm Australia | Watercraft | 2017.00 |
| 86 | Surfing | AUSTRALIA | N | Iluka Beach | White Shark | New South Wales | Unprovoked | 2017.00 |
| 87 | Feeding sharks | USA | N | Off Jupiter | Tiger Shark | Florida | Unprovoked | 2017.00 |
| 88 | Kayaking | USA | N | Stearns Wharf, Santa Barbara | White Shark | California | Watercraft | 2017.00 |
| 89 | Swimming | USA | N | Haulover Beach, Miami-Dade County | Bull Shark | Florida | Unprovoked | 2017.00 |
| 90 | Surfing | INDONESIA | N | Balian Beach | Bull Shark | Bali | Unprovoked | 2017.00 |
| 91 | Scuba Diving | AUSTRALIA | N | Boot Reef, Torres Strait | Bull Shark | Queensland | Unprovoked | 2017.00 |
| 92 | Snorkeling | AUSTRALIA | N | Mauds Point | Bull Shark | Western Australia | Unprovoked | 2017.00 |
| 93 | Swimming | USA | N | Destin, Okaloosa County | Bull Shark | Florida | Unprovoked | 2017.00 |
| 94 | Body boarding | REUNION | N | Roches Noire | Bull Shark | Saint-Paul | Unprovoked | 2017.00 |
| 95 | Swimming | USA | N | Burkes Beach, Hilton Head, Beaufort County | Bull Shark | South Carolina | Unprovoked | 2017.00 |
| 96 | Fishing | SOUTH AFRICA | N | Eastmoor Crescent Beach | Tiger Shark | KwaZulu-Natal | Watercraft | 2017.00 |
| 97 | Surfing | USA | N | Hultins Beach, Oahu | Tiger Shark | Hawaii | Unprovoked | 2017.00 |
| 98 | Surfing | USA | N | Kekaha Beach, Kauai | Tiger Shark | Hawaii | Unprovoked | 2017.00 |
| 99 | SUP | USA | N | Marconi Beach, Wellfleet, Barnstable County | White Shark | Massachusetts | Unprovoked | 2017.00 |
| 100 | Snorkeling | BAHAMAS | N | Athol Island | Tiger Shark | New Providence | Unprovoked | 2017.00 |
| 101 | Fishing | MEXICO | N | Sánchez Magallanes, Cárdenas | Tiger Shark | Tabasco | Provoked | 2017.00 |
| 102 | Surfing | USA | N | Davidsons Beach, Kekaha, Kauai | Tiger Shark | Hawaii | Unprovoked | 2017.00 |
| 103 | Night bathing | CUBA | Y | Guardalavaca Beach | Tiger Shark | Holquin Province | Unprovoked | 2017.00 |
| 104 | Surfing | AUSTRALIA | N | Cathedral Rock | White Shark | Victoria | Unprovoked | 2017.00 |
| 105 | Fishing | USA | N | Between Pescadero Point & Bean Hollow Beach, S... | White Shark | California | Watercraft | 2017.00 |
| 106 | Body boarding | AUSTRALIA | N | Point Casuarina, Bunbury | White Shark | Western Australia | Unprovoked | 2017.00 |
| 107 | Surfing | SOUTH AFRICA | N | Nahoon Reef, East London | White Shark | Eastern Cape Province | Unprovoked | 2017.00 |
| 108 | SUP | USA | N | Seal Rock, Goleta Beach, Santa Barbara | White Shark | California | Unprovoked | 2017.00 |
| 109 | Surfing | USA | N | South Beach, Westport, Grays Harbor County | White Shark | Washington | Unprovoked | 2017.00 |
| 110 | Kayaking | USA | N | Monterey Bay | White Shark | California | Watercraft | 2017.00 |
| 111 | Surfing | AUSTRALIA | Y | Kelpies near Wylie Bay | White Shark | Western Australia | Unprovoked | 2017.00 |
| 112 | Kayaking | USA | N | Santa Cruz, Santa Cruz County | White Shark | California | Watercraft | 2017.00 |
| 113 | Surfing | INDONESIA | N | Balian | Bull Shark | Bali | Unprovoked | 2016.00 |
| 114 | Swimming | USA | N | St. Petersburg, Pinellas County | Bull Shark | Florida | Unprovoked | 2016.00 |
| 115 | Spearfishing | BAHAMAS | N | Green Turtle Cay | Bull Shark | Abaco Islands | Unprovoked | 2016.00 |
| 116 | Surfing | REUNION | N | Boucan Canot | Bull Shark | Saint-Paul | Unprovoked | 2016.00 |
| 117 | Surfing | USA | N | New Smyrna Beach, Volusia County | Bull Shark | Florida | Unprovoked | 2016.00 |
| 118 | Fishing | USA | N | 8 miles off Mobile | Tiger Shark | Alabama | Watercraft | 2016.00 |
| 119 | Spearfishing | USA | N | Off Surfside | Bull Shark | Texas | Unprovoked | 2016.00 |
| 120 | Surf skiing | SOUTH AFRICA | N | Keurbooms Lagoon, Plettenberg Bay | White Shark | Western Cape Province | Unprovoked | 2016.00 |
| 121 | Surfing | AUSTRALIA | N | Booti Booti National Park | White Shark | New South Wales | Unprovoked | 2016.00 |
| 122 | Cage Diving | MEXICO | N | Guadalupe Island | White Shark | Baja California | Invalid | 2016.00 |
| 123 | Paddle boarding | USA | N | Wailea Beach, Maui | Tiger Shark | Hawaii | Unprovoked | 2016.00 |
| 124 | Walking | NEW CALEDONIA | Y | Poe Beach | Tiger Shark | Grand Terre | Unprovoked | 2016.00 |
| 125 | Floating | USA | N | Kamaole Beach Park I, Maui | Tiger Shark | Hawaii | Unprovoked | 2016.00 |
| 126 | Swimming | USA | N | Makaha, Oahu | Tiger Shark | Hawaii | Unprovoked | 2016.00 |
| 127 | Spearfishing | USA | N | Off Singer Island, Palm Beach County | Bull Shark | Florida | Unprovoked | 2016.00 |
| 128 | SUP Foil boarding | USA | N | Maui | Tiger Shark | Hawaii | Unprovoked | 2016.00 |
| 129 | Fishing | USA | N | Capitola, Santa Cruz County | White Shark | California | Watercraft | 2016.00 |
| 130 | Surfing | AUSTRALIA | Y | Falcon Beach, Mandurah | White Shark | Western Australia | Unprovoked | 2016.00 |
| 131 | Fishing | USA | N | Off Palos Verdes peninsula, Los Angeles County | White Shark | California | Watercraft | 2016.00 |
| 132 | Surf-skiing | SOUTH AFRICA | N | Robberg Beach, Plettenberg Bay | White Shark | Western Cape Province | Unprovoked | 2016.00 |
| 133 | Kite surfing | USA | N | Surfside, Orange County | White Shark | California | Unprovoked | 2016.00 |
| 134 | Free diving | AUSTRALIA | N | Near Albany | White Shark | Western Australia | Watercraft | 2016.00 |
| 135 | Spearfishing | USA | N | Refugio State Beach, Santa Barbara County | White Shark | California | Unprovoked | 2016.00 |
| 136 | Surfing | AUSTRALIA | N | Lighthouse Beach, Ballina | White Shark | New South Wales | Unprovoked | 2016.00 |
| 137 | Spearfishing | SOUTH AFRICA | N | Ryspunt | White Shark | Western Cape Province | Unprovoked | 2016.00 |
| 138 | Surfing | AUSTRALIA | N | Saltwater Beach | White Shark | New South Wales | Unprovoked | 2015.00 |
| 139 | Surfing | SOUTH AFRICA | N | Lookout Beach, Plettenberg Bay | White Shark | Western Cape Province | Unprovoked | 2015.00 |
| 140 | Body Boarding | SOUTH AFRICA | N | Buffels Bay near Knysna | White Shark | Western Cape Province | Unprovoked | 2015.00 |
| 141 | Diving | SOUTH AFRICA | N | Port St. Johns | White Shark | Eastern Cape Province | Unprovoked | 2015.00 |
| 142 | Surfing | AUSTRALIA | N | Fishery Bay | White Shark | South Australia | Unprovoked | 2015.00 |
| 143 | Surf skiing | AUSTRALIA | N | Belongil Beach, Byron Bay | White Shark | New South Wales | Unprovoked | 2015.00 |
| 144 | Kayak Fishing | SOUTH AFRICA | N | Yellow Sands Point | White Shark | Eastern Cape Province | Watercraft | 2015.00 |
| 145 | Transatlantic Rowing | ATLANTIC OCEAN | N | Atlantic Ocean | White Shark | Atlantic Ocean | Watercraft | 2015.00 |
| 146 | Fishing | USA | N | Off Panama City | White Shark | Florida | Watercraft | 2015.00 |
| 147 | Surfing | AUSTRALIA | N | Denmark | White Shark | Western Australia | Invalid | 2015.00 |
| 148 | Wading | USA | N | Oak Island, Brunswick County | Bull Shark | North Carolina | Unprovoked | 2015.00 |
| 149 | Fishing | AUSTRALIA | N | Lake Macquarie | White Shark | New South Wales | Watercraft | 2015.00 |
| 150 | Body boarding | AUSTRALIA | N | East Ballina | White Shark | New South Wales | Unprovoked | 2015.00 |
| 151 | Surfing | AUSTRALIA | N | Lennox Head | White Shark | New South Wales | Unprovoked | 2015.00 |
| 152 | Surfing | USA | N | Huntington Beach, Orange County | White Shark | California | Unprovoked | 2015.00 |
| 153 | Surfing | SOUTH AFRICA | N | Jeffreys Bay | White Shark | Eastern Cape Province | Unprovoked | 2015.00 |
| 154 | Scallop diving on hookah | AUSTRALIA | Y | Lachan Island, Mercury Passage | White Shark | Tasmania | Unprovoked | 2015.00 |
| 155 | Surfing | AUSTRALIA | N | Evans Head | White Shark | New South Wales | Unprovoked | 2015.00 |
| 156 | Kayak Fishing | USA | N | Santa Barbara County | White Shark | California | Watercraft | 2015.00 |
| 157 | Surfing | USA | N | Morro Bay, San Luis Obispo County | White Shark | California | Unprovoked | 2015.00 |
| 158 | Kayak fishing | USA | N | Horseshoe Rock, Santa Barbara County | White Shark | California | Watercraft | 2015.00 |
| 159 | Stand-Up Paddleboarding | USA | N | El Pescador Beach, Los Angeles County | White Shark | California | Unprovoked | 2015.00 |
| 160 | Surfing | SOUTH AFRICA | N | Stil Bay | White Shark | Western Cape Province | Unprovoked | 2015.00 |
| 161 | Spearfishing | USA | N | Upolu Point, North Kohala, Big Island | Tiger Shark | Hawaii | Unprovoked | 2015.00 |
| 162 | Scuba diving | BRAZIL | N | Fernano de Noronha | Tiger Shark | Pernambuco | Unprovoked | 2015.00 |
| 163 | Rowing | AUSTRALIA | N | Nerang River, Surfers Paradise | Bull Shark | Queensland | Watercraft | 2015.00 |
| 164 | Surfing | REUNION | N | Saint-Leu | Bull Shark | Saint-Paul | Unprovoked | 2015.00 |
| 165 | Surfing | AUSTRALIA | N | East Ballina | Bull Shark | New South Wales | Unprovoked | 2015.00 |
| 166 | Lobster fishing | BAHAMAS | N | Off Andros Island | Bull Shark | Bahamas | Unprovoked | 2015.00 |
| 167 | Wading | USA | N | Oak Island, Brunswick County | Bull Shark | North Carolina | Unprovoked | 2015.00 |
| 168 | Playing | USA | N | Lori Wilson Park, Cocoa Beach, Brevard County | Bull Shark | Florida | Unprovoked | 2015.00 |
| 169 | Surfing | REUNION | N | Folette | Bull Shark | Le Port | Unprovoked | 2015.00 |
| 170 | Snorkeling | NEW CALEDONIA | Y | Kouare | Bull Shark | Oceania | Unprovoked | 2015.00 |
| 171 | Surfing | REUNION | Y | Cap Homard | Bull Shark | Saint-Gilles-les-Bains | Unprovoked | 2015.00 |
| 172 | Spearfishing | USA | N | 3 miles off Jupiter, Palm Beach County | Bull Shark | Florida | Unprovoked | 2015.00 |
| 173 | Fishing | SOUTH AFRICA | N | Westbrook Beach | White Shark | KwaZulu-Natal | Watercraft | 2015.00 |
| 174 | Surfing | USA | N | Morro Strand State Beach, San Luis Obispo County | White Shark | California | Unprovoked | 2015.00 |
| 175 | Swimming | REUNION | Y | Ravine Mula | Tiger Shark | d’Étang-Salé | Unprovoked | 2015.00 |
| 176 | Standing / Snorkeling | USA | N | Hapuna Beach | Tiger Shark | Hawaii | Unprovoked | 2015.00 |
| 177 | Spearfishing | FIJI | N | Fiji | Tiger Shark | Oceania | Unprovoked | 2015.00 |
| 178 | Swimming | USA | N | Rodanthe, Dare County | Bull Shark | North Carolina | Unprovoked | 2015.00 |
| 179 | Surfing | USA | N | Leftovers, Oahu | Tiger Shark | Hawaii | Unprovoked | 2015.00 |
| 180 | Swimming | USA | N | Lanikai Beach, Kailua, Oahu | Tiger Shark | Hawaii | Unprovoked | 2015.00 |
| 181 | Surf-skiing | AUSTRALIA | N | Hallidays Point | White Shark | New South Wales | Unprovoked | 2015.00 |
| 182 | Stand-Up Paddleboarding | USA | N | Kihei, Maui | Tiger Shark | Hawaii | Unprovoked | 2014.00 |
| 183 | Surfing | USA | N | North Kohala, Hawaii County | Tiger Shark | Hawaii | Unprovoked | 2014.00 |
| 184 | Spearfishing | AUSTRALIA | Y | Rudder Reef | Tiger Shark | Queensland | Unprovoked | 2014.00 |
| 185 | Boat attack | USA | N | Franklin Point, San Mateo County | White Shark | California | Watercraft | 2014.00 |
| 186 | Spearfishing | AUSTRALIA | Y | Three Stripes near Cheynes Beach | White Shark | Western Australia | Unprovoked | 2014.00 |
| 187 | Swimming | AUSTRALIA | Y | Tathra | White Shark | New South Wales | Unprovoked | 2014.00 |
| 188 | Fell into the water | AUSTRALIA | N | Nerang River near Chevron Island | Bull Shark | Queensland | Unprovoked | 2014.00 |
| 189 | Swimming | USA | N | Fort Lauderdale | Bull Shark | Florida | Unprovoked | 2014.00 |
| 190 | Swimming | USA | N | Lake Ponchartain off Southshore Harbor, New Or... | Bull Shark | Louisiana | Unprovoked | 2014.00 |
| 191 | Spearfishing | BAHAMAS | N | Grand Bahamas | Bull Shark | Bahamas | Unprovoked | 2014.00 |
| 192 | Standing | USA | N | 3 to 4 miles west of Indian Pass, Gulf County | Bull Shark | Florida | Unprovoked | 2014.00 |
| 193 | Fishing for sharks | USA | N | Apalachicola Bay | Bull Shark | Florida | Provoked | 2014.00 |
| 194 | Surfing | USA | N | Montaña de Oro State Park, San Luis Obispo Cou... | White Shark | California | Unprovoked | 2014.00 |
| 195 | Standing in inner tube | USA | N | Hilton Head Island, Beaufort County | Bull Shark | South Carolina | Unprovoked | 2014.00 |
| 196 | Filming a documentary | NEW ZEALAND | N | Stewart Island | White Shark | Southland | Watercraft | 2014.00 |
| 197 | Fishing | USA | N | Katrina Cut, Dauphin Island, Mobile County | Bull Shark | Alabama | Unprovoked | 2014.00 |
| 198 | Shark watching | SOUTH AFRICA | N | South Africa | White Shark | South Africa | Watercraft | 2014.00 |
| 199 | Surfing | AUSTRALIA | N | Elliston, Eyre Peninsula | White Shark | South Australia | Unprovoked | 2014.00 |
| 200 | Swimming | USA | N | Manhattan Beach, Los Angeles County | White Shark | California | Provoked | 2014.00 |
| 201 | Surfing | SOUTH AFRICA | N | Muizenberg | White Shark | Western Cape Province | Unprovoked | 2014.00 |
| 202 | Kayaking | USA | N | Manomet Point, Plymouth, Plymouth County | White Shark | Massachusetts | Watercraft | 2014.00 |
| 203 | Surfing | AUSTRALIA | N | Kelpids Beach, Wylie Bay, Esperance | White Shark | Western Australia | Unprovoked | 2014.00 |
| 204 | Kayaking | USA | N | Santa Barbara County | White Shark | California | Watercraft | 2014.00 |
| 205 | Kayaking | USA | N | Santa Barbara County | White Shark | California | Watercraft | 2014.00 |
| 206 | Fishing | AUSTRALIA | N | Fremantle | White Shark | Western Australia | Watercraft | 2014.00 |
| 207 | Swimming | USA | N | Casino Beach, Pensacola, Escambia County | Bull Shark | Florida | Unprovoked | 2013.00 |
| 208 | Surfing | USA | N | Folly Beach | Bull Shark | South Carolina | Unprovoked | 2013.00 |
| 209 | Fishing | USA | N | Sanibel Island, Lee County | Bull Shark | Florida | Unprovoked | 2013.00 |
| 210 | Swimming | USA | N | Jacksonville, Duval County | Bull Shark | Florida | Unprovoked | 2013.00 |
| 211 | Body boarding | REUNION | Y | Brisant Beach | Bull Shark | Saint-Gilles | Unprovoked | 2013.00 |
| 212 | Surfing | USA | N | New Smyrna Beach, Volusia County | Bull Shark | Florida | Unprovoked | 2013.00 |
| 213 | Surfing | USA | N | Gleneden Beach, Lincoln County | White Shark | Oregon | Unprovoked | 2013.00 |
| 214 | Snorkeling | USA | Y | Makena, Maui | Tiger Shark | Hawaii | Unprovoked | 2013.00 |
| 215 | Spearfishing | JAMAICA | Y | Pillikin Red Light area | Tiger Shark | St. Catherine | Unprovoked | 2013.00 |
| 216 | Swimming | USA | N | Kona Coast State Park | Tiger Shark | Hawaii | Unprovoked | 2013.00 |
| 217 | Surfing | USA | N | White Plains Beach, Oahu | Tiger Shark | Hawaii | Unprovoked | 2013.00 |
| 218 | Surfing | USA | N | Kiholo Bay | Tiger Shark | Hawaii | Unprovoked | 2013.00 |
| 219 | Swimming / snorkeling | SOUTH AFRICA | Y | Albatros Point, near Jeffreys Bay | White Shark | Eastern Cape Province | Unprovoked | 2013.00 |
| 220 | Fishing | AUSTRALIA | N | Cape Nelson | White Shark | Victoria | Watercraft | 2013.00 |
| 221 | Surfing | USA | N | Pila'a Beach, Kauai | Tiger Shark | Hawaii | Unprovoked | 2013.00 |
| 222 | Kiteboarding | USA | N | Kanaha Beach, Maui | Tiger Shark | Hawaii | Unprovoked | 2013.00 |
| 223 | Body boarding | AUSTRALIA | Y | Riecks Point, Campbells Beach | Tiger Shark | New South Wales | Unprovoked | 2013.00 |
| 224 | Boogie boarding | USA | N | Ninole Bay, Hawaii County | Tiger Shark | Hawaii | Unprovoked | 2013.00 |
| 225 | Surfing | SOUTH AFRICA | N | Die Platt | White Shark | Western Cape Province | Unprovoked | 2013.00 |
| 226 | Swimming | NEW ZEALAND | Y | Muriwai | White Shark | North Island | Unprovoked | 2013.00 |
| 227 | Kayaking / Fishing | USA | N | Pacific State , San Mateo County | White Shark | California | Watercraft | 2013.00 |
| 228 | Surfing | USA | N | Pillar Point, Half-Moon Bay, San Mateo County | White Shark | California | Unprovoked | 2013.00 |
| 229 | Surfing | USA | N | Bunkers, Humboldt Bay, Eureka, Humboldt County | White Shark | California | Unprovoked | 2013.00 |
| 230 | Diving for Abalone | AUSTRALIA | N | Off Poison Creek, Cape Arid | White Shark | Western Australia | Unprovoked | 2013.00 |
| 231 | Swimming | MEXICO | N | Seagull Beach, Cancun | Tiger Shark | Quintana Roo | Unprovoked | 2013.00 |
| 232 | Paddle boarding | AUSTRALIA | N | Kylies Beach, Diamond Head | Bull Shark | New South Wales | Unprovoked | 2012.00 |
| 233 | Kayak Fishing | USA | N | Iroquiois Point, Oahu | Tiger Shark | Hawaii | Watercraft | 2012.00 |
| 234 | Surfing | REUNION | N | Saint-Leu | Bull Shark | Saint-Paul | Unprovoked | 2012.00 |
| 235 | Surfing | USA | N | Leftovers near Chuns Reef, Oahu | Tiger Shark | Hawaii | Unprovoked | 2012.00 |
| 236 | Surfing | USA | N | Humboldt Bay, Eureka, Humboldt County | White Shark | California | Unprovoked | 2012.00 |
| 237 | Surfing | USA | Y | Surf Beach, Lompoc, Santa Barbara County | White Shark | California | Unprovoked | 2012.00 |
| 238 | Surfing | AUSTRALIA | Y | Off Wedge Island | White Shark | Western Australia | Unprovoked | 2012.00 |
| 239 | Surf skiing | AUSTRALIA | N | Redhead Beach, Newcastle | White Shark | New South Wales | Unprovoked | 2012.00 |
| 240 | Kayaking / Fishing | USA | N | Leffingwell Landing, Cambria, San Luis Obispo... | White Shark | California | Watercraft | 2012.00 |
| 241 | Surfing | USA | N | Lincoln City, Lincoln County | White Shark | Oregon | Unprovoked | 2012.00 |
| 242 | Surfing | AUSTRALIA | N | Redhead Beach | White Shark | New South Wales | Unprovoked | 2012.00 |
| 243 | Fishing | SOUTH AFRICA | N | Strandfontein | White Shark | Western Cape Province | Watercraft | 2012.00 |
| 244 | Crayfishing | AUSTRALIA | N | Kalbarri | White Shark | Western Australia | Watercraft | 2012.00 |
| 245 | Scuba diving | AUSTRALIA | Y | Stratham Beach | White Shark | Western Australia | Unprovoked | 2012.00 |
| 246 | Kayaking | AUSTRALIA | N | Dolphin Bay, Innes National Park | White Shark | South Australia | Watercraft | 2012.00 |
| 247 | Swimming | TONGA | N | Eueiki Island | Bull Shark | Vava'u | Unprovoked | 2012.00 |
| 248 | Body boarding | SOUTH AFRICA | Y | Caves near Kogel Bay | White Shark | Western Cape Province | Unprovoked | 2012.00 |
| 249 | Free diving / spearfishing | MEXICO | N | Boca de la Leña, La Unión | Bull Shark | Guerrero | Unprovoked | 2012.00 |
| 250 | Snorkeling | USA | N | Kihei, Maui | Tiger Shark | Hawaii | Unprovoked | 2012.00 |
| 251 | Snorkeling | AUSTRALIA | N | Coral Bay | Tiger Shark | Western Australia | Unprovoked | 2012.00 |
| 252 | Diving, photographing sharks | BAHAMAS | N | Cat Island | Tiger Shark | Bahamas | Unprovoked | 2012.00 |
| 253 | Spearfishing | USA | N | Spreckelsville, Maui | Tiger Shark | Hawaii | Provoked | 2012.00 |
| 254 | Swimming | USA | N | Makena Landing, Maui | Tiger Shark | Hawaii | Unprovoked | 2012.00 |
| 255 | Surfing | USA | N | Davidsons Surf Break, Kekaha, Kauai | Tiger Shark | Hawaii | Unprovoked | 2012.00 |
| 256 | Surfing | AUSTRALIA | N | Nobbys Beach | Bull Shark | Queensland | Unprovoked | 2012.00 |
| 257 | Diving | USA | N | Makena Landing, Maui | Tiger Shark | Hawaii | Unprovoked | 2012.00 |
| 258 | Surfing | AUSTRALIA | N | Trigg Beach | Tiger Shark | Western Australia | Unprovoked | 2012.00 |
| 259 | Swimming | SOUTH AFRICA | Y | Port St. Johns | Tiger Shark | Eastern Cape Province | Unprovoked | 2012.00 |
| 260 | Paddle boarding | USA | N | Off Catalina Island | White Shark | California | Unprovoked | 2012.00 |
| 261 | Surfing | USA | N | Jensen Beach, Martin County | Bull Shark | Florida | Unprovoked | 2012.00 |
| 262 | Spearfishing | USA | N | Riviera Beach, Palm Beach County | Bull Shark | Florida | Unprovoked | 2011.00 |
| 263 | Swimming or Snorkeling | SEYCHELLES | Y | Anse Lazio | Bull Shark | Praslin | Unprovoked | 2011.00 |
| 264 | Surfing | INDONESIA | N | Balian | Bull Shark | Bali | Unprovoked | 2011.00 |
| 265 | Swimming | MEXICO | N | Gaviotas Beach, Cancun | Bull Shark | Quintana Roo | Unprovoked | 2011.00 |
| 266 | Surfing | AUSTRALIA | N | Crowdy Head | Bull Shark | New South Wales | Unprovoked | 2011.00 |
| 267 | Fishing | AUSTRALIA | N | Between | Bull Shark | Queensland | Provoked | 2011.00 |
| 268 | Spearfishing | USA | N | Santa Maria Island, Manatee County | Bull Shark | Florida | Unprovoked | 2011.00 |
| 269 | Playing in the surf | USA | N | North Topsail Beach, Onslow County | Bull Shark | North Carolina | Unprovoked | 2011.00 |
| 270 | Body boarding | AUSTRALIA | Y | Bunker Bay | White Shark | Western Australia | Unprovoked | 2011.00 |
| 271 | Surfing | AUSTRALIA | N | Angourie | White Shark | New South Wales | Unprovoked | 2011.00 |
| 272 | Surfing | SOUTH AFRICA | N | Robberg Beach | White Shark | Western Cape Province | Unprovoked | 2011.00 |
| 273 | Kite Boarding | NEW CALEDONIA | Y | Kendec | Tiger Shark | North Province | Unprovoked | 2011.00 |
| 274 | Paddle boarding | USA | N | Lyman Beach, Kailua-Kona | Tiger Shark | Hawaii | Unprovoked | 2011.00 |
| 275 | Surfing | USA | N | Lyman Beach, Kailua-Kona | Tiger Shark | Hawaii | Unprovoked | 2011.00 |
| 276 | Kayaking | USA | N | Pigeon Point | White Shark | California | Watercraft | 2011.00 |
| 277 | Kite Surfing | PAPUA NEW GUINEA | N | Hula, near Port Moresby | Tiger Shark | Central Province | Unprovoked | 2011.00 |
| 278 | Fishing | AUSTRALIA | N | Busselton | White Shark | Western Australia | Watercraft | 2011.00 |
| 279 | Diving for abalone | AUSTRALIA | Y | Off Perforated Island near Coffin Bay | White Shark | South Australia | Unprovoked | 2011.00 |
| 280 | Surfing | SOUTH AFRICA | N | Cintza Beach, East London | White Shark | Eastern Cape Province | Unprovoked | 2011.00 |
| 281 | Surfing | SOUTH AFRICA | Y | Lookout Beach, near the Keurbooms river mouth ... | White Shark | Western Cape Province | Unprovoked | 2011.00 |
| 282 | Swimming | SOUTH AFRICA | N | Clovely Beach | White Shark | Western Cape Province | Unprovoked | 2011.00 |
| 283 | Surfing | USA | N | Newport, Lincoln County | White Shark | Oregon | Unprovoked | 2011.00 |
| 284 | Diving | AUSTRALIA | Y | Rottnest Island | White Shark | Western Australia | Unprovoked | 2011.00 |
| 285 | Surfing | USA | N | Marina State Beach, Monterey County | White Shark | California | Unprovoked | 2011.00 |
| 286 | Body boarding | AUSTRALIA | N | Turners Beach | White Shark | New South Wales | Unprovoked | 2010.00 |
| 287 | Surfing | AUSTRALIA | N | Mullaway Headland | Bull Shark | New South Wales | Unprovoked | 2010.00 |
| 288 | Standing | SOUTH AFRICA | Y | Fish Hoek | White Shark | Western Province | Unprovoked | 2010.00 |
| 289 | Body boarding | USA | Y | Surf Beach, Vandenberg AFB, Santa Barbara County | White Shark | California | Unprovoked | 2010.00 |
| 290 | Kayaking | USA | N | Near oil rig Hondo, 5 nm from Gaviota, Santa B... | White Shark | California | Watercraft | 2010.00 |
| 291 | Kayak Fishing | USA | N | Pigeon Point, San Mateo County | White Shark | California | Watercraft | 2010.00 |
| 292 | Surfing | AUSTRALIA | Y | Cowaramup Bay | White Shark | Western Australia | Unprovoked | 2010.00 |
| 293 | Swimming | SOUTH AFRICA | Y | Between Dyer Island and Pearly Beach | White Shark | Western Cape Province | Unprovoked | 2010.00 |
| 294 | Surfing | USA | N | Winchester Bay | White Shark | Oregon | Unprovoked | 2010.00 |
| 295 | Snorkeling | AUSTRALIA | N | Off Garden Island | White Shark | Western Australia | Unprovoked | 2010.00 |
| 296 | Fishing | AUSTRALIA | N | Between Carnac and Garden Islands | White Shark | Western Australia | Watercraft | 2010.00 |
| 297 | Surfing | USA | N | Eight Mile Beach, Galveston | Bull Shark | Texas | Unprovoked | 2010.00 |
shark_df['State'].unique()
array(['California', 'South Australia', 'New South Wales', 'Queensland',
'Western Australia', 'Tasmania', 'Maine', 'North Island',
'Eastern Cape Province', 'Chatham Islands', 'KwaZulu-Natal',
'Massachusetts', 'Western Cape Province', 'Westerm Australia',
'Victoria', 'Washington', 'Baja California', 'Atlantic Ocean',
'Florida', 'South Africa', 'Southland', 'Oregon',
'Western Province', 'Caribbean', 'Hawaii', 'South Province',
'Maui', 'Saint-Paul', 'Saint-Gilles', 'Oceania', 'Sonora',
'Red Sea', 'Colima', 'Pernambuco', 'Cocos Island',
'Alifu Alifu Atoll', 'New Providence', 'Holquin Province',
'Tabasco', 'New Providence ', 'Alabama', 'Grand Terre',
'd’Étang-Salé', 'Quintana Roo', 'St. Catherine', 'Bahamas',
'Central Province', 'North Province', 'North Carolina',
'Abaco Islands', 'Muang district of Satun province, ', 'Georgia',
'Noumea', 'Northern Territory ', 'Hua Hin', 'South Carolina',
'Bali', 'Texas', 'Le Port', 'Saint-Gilles-les-Bains', 'Louisiana',
"Vava'u", 'Guerrero', 'Praslin'], dtype=object)
shark_df['Location'].unique()
array(['Coronado, San Diego County', 'Kangaroo Island', 'Cabarita Beach',
'Greenmount Beach, Coolangatta', 'Forster',
'Shelter Cove, Humboldt County', 'Shelly Beach, Port Macquarie',
'Bunker Bay Beach', 'Tenth Island',
'Bailey Island, Cumberland County', 'Stanley', 'Wilsons Headland',
'Salt Beach near Kingscliff',
'Sand Dollar Beach, Santa Cruz County', 'Stanmore Bay, Auckland',
'Pauanui Beach', 'Cull Island / Esperance', 'Shellharbour',
'East London', 'San Onofre, San Diego County ', 'Lighthouse Beach',
'Ship Rock near Catalina, Los Angeles County',
'Burns Beach, Perth', 'Pitt Island or Chatham Island',
'North Salmon Creek Beach, Sonoma County',
'Sandspit Beach, Montaña de Oro State Park ', 'Tinley Manor',
'Baylys Beach ', 'Beacons Beach, San Diego County',
'Humboldt County',
'Newcomb Hollow Beach, Wellfleet, Barnstable County',
'Longnook Beach, Truro, Barnstable County',
'Oceanside, San Diego County', 'South Point, Gracetown',
'Robberg Beach, Plettenberg Bay', 'St. Francis Bay',
'Little Congwong Beach, La Perouse ', 'Martin Islet',
'Stillwater Cove, Monterey County', 'Normanville', 'Gracetown',
'Esperance', 'Iluka Beach', 'Cathedral Rock',
'Marconi Beach, Wellfleet, Barnstable County',
'Between Pescadero Point & Bean Hollow Beach, San Mateo County',
'Stearns Wharf, Santa Barbara',
'Seal Rock, Goleta Beach, Santa Barbara',
'South Beach, Westport, Grays Harbor County',
'Santa Cruz, Santa Cruz County', 'Nahoon Reef, East London',
'Point Casuarina, Bunbury', 'Kelpies near Wylie Bay',
'Monterey Bay', 'Keurbooms Lagoon, Plettenberg Bay',
'Booti Booti National Park', 'Guadalupe Island',
'Lighthouse Beach, Ballina',
'Refugio State Beach, Santa Barbara County', 'Near Albany',
'Surfside, Orange County', 'Capitola, Santa Cruz County',
'Off Palos Verdes peninsula, Los Angeles County', 'Ryspunt',
'Falcon Beach, Mandurah', 'Westbrook Beach', 'Lake Macquarie',
'Stil Bay', 'Horseshoe Rock, Santa Barbara County',
'El Pescador Beach, Los Angeles County', 'Hallidays Point',
'Morro Strand State Beach, San Luis Obispo County',
'Morro Bay, San Luis Obispo County', 'Santa Barbara County',
'Evans Head', 'Lachan Island, Mercury Passage', 'Jeffreys Bay',
'Huntington Beach, Orange County', 'Lennox Head', 'East Ballina',
'Buffels Bay near Knysna', 'Lookout Beach, Plettenberg Bay',
'Denmark', 'Saltwater Beach', 'Port St. Johns', 'Fishery Bay',
'Belongil Beach, Byron Bay', 'Yellow Sands Point',
'Atlantic Ocean', 'Off Panama City',
'Three Stripes near Cheynes Beach',
'Montaña de Oro State Park, San Luis Obispo County ', 'Fremantle',
'Franklin Point, San Mateo County',
'Kelpids Beach, Wylie Bay, Esperance',
'Manomet Point, Plymouth, Plymouth County', 'Muizenberg',
'Manhattan Beach, Los Angeles County', 'Elliston, Eyre Peninsula',
'South Africa', 'Tathra', 'Stewart Island', 'Die Platt',
'Gleneden Beach, Lincoln County',
'Albatros Point, near Jeffreys Bay', 'Off Poison Creek, Cape Arid',
'Bunkers, Humboldt Bay, Eureka, Humboldt County',
'Pillar Point, Half-Moon Bay, San Mateo County',
'Pacific State , San Mateo County', 'Muriwai', 'Cape Nelson',
'Humboldt Bay, Eureka, Humboldt County',
'Surf Beach, Lompoc, Santa Barbara County', 'Off Wedge Island',
'Redhead Beach, Newcastle',
'Leffingwell Landing, Cambria, San Luis Obispo County',
'Off Catalina Island', 'Caves near Kogel Bay',
'Dolphin Bay, Innes National Park', 'Stratham Beach', 'Kalbarri',
'Strandfontein', 'Redhead Beach', 'Lincoln City, Lincoln County',
'Angourie', 'Pigeon Point', 'Marina State Beach, Monterey County',
'Rottnest Island', 'Newport, Lincoln County', 'Clovely Beach',
' Bunker Bay',
'Lookout Beach, near the Keurbooms river mouth in Plettenberg Bay',
'Cintza Beach, East London', 'Robberg Beach',
'Off Perforated Island near Coffin Bay', 'Busselton',
'Between Carnac and Garden Islands', 'Off Garden Island',
'Surf Beach, Vandenberg AFB, Santa Barbara County',
'Winchester Bay', 'Between Dyer Island and Pearly Beach',
'Cowaramup Bay', 'Pigeon Point, San Mateo County',
'Near oil rig Hondo, 5 nm from Gaviota, Santa Barbara County',
'Turners Beach', 'Fish Hoek', 'Orient Beach', 'Honolua Bay',
'St. Vincent Bay', 'Cable Beach', 'Plateau de Ricaudy, Nouméa',
'Davidsons Beach, Kauai', 'Wailea', 'Saline-les-Bains',
'Cove Park, Kihei, Maui', 'L’Hermitage Lagoon',
'Off Airlie Beach, Whitsundays', 'Beqa', 'Anaehoomalu Bay, Hawaii',
'North Koahala, Big Island', 'Hanalei Bay, Kauai',
'Southeast of Puerto Peñasco ', 'Moffat Beach',
'Pounders Beach, Oahu', 'Marsa Alam', 'La Ticla',
'Piedade Beach, Recife', 'Manuelita', 'Madoogali', 'Nirvana Beach',
'Kukio Beach', 'Hultins Beach, Oahu', 'Guardalavaca Beach',
'Davidsons Beach, Kekaha, Kauai', 'Sánchez Magallanes, Cárdenas',
'Athol Island', 'Off Jupiter', 'Kekaha Beach, Kauai',
'Eastmoor Crescent Beach', 'Kamaole Beach Park I, Maui',
'Makaha, Oahu', 'Maui', '8 miles off Mobile', 'Poe Beach',
'Wailea Beach, Maui', 'Fernano de Noronha',
'Lanikai Beach, Kailua, Oahu', 'Leftovers, Oahu',
'Upolu Point, North Kohala, Big Island', 'Fiji', 'Hapuna Beach',
'Ravine Mula', 'Rudder Reef', 'North Kohala, Hawaii County',
'Kihei, Maui', 'Ninole Bay, Hawaii County',
'Riecks Point, Campbells Beach', 'Kanaha Beach, Maui',
"Pila'a Beach, Kauai", 'Makena, Maui', 'White Plains Beach, Oahu',
'Kona Coast State Park', 'Seagull Beach, Cancun',
'Pillikin Red Light area ', 'Kiholo Bay', 'Trigg Beach',
'Makena Landing, Maui', 'Davidsons Surf Break, Kekaha, Kauai',
'Spreckelsville, Maui', 'Iroquiois Point, Oahu',
'Leftovers near Chuns Reef, Oahu', 'Coral Bay', 'Cat Island',
'Hula, near Port Moresby', 'Lyman Beach, Kailua-Kona', 'Kendec',
'Sombero Key Light, Monroe County', 'Neuse River, Craven County',
'Melbourne Beach, Brevard County', 'Homestead, Miami-Dade County',
'NoName Cay', 'Lucinda', 'Chebilang pier ',
'Cocoa Beach, Brevard County', 'Wilmington River, Chatham County',
'Port South Marina', 'Key Biscayne', 'Samurai Beach',
'Groote Eylandt', 'Sai Noi Beach', 'Bimini', 'Surf Beach, Kiama',
'Cone Bay', 'Nouvelle', 'Haulover Beach, Miami-Dade County',
'Burkes Beach, Hilton Head, Beaufort County', 'Roches Noire',
'Destin, Okaloosa County', 'Mauds Point',
'Boot Reef, Torres Strait', 'Balian Beach',
'New Smyrna Beach, Volusia County', 'Boucan Canot',
'Green Turtle Cay', 'St. Petersburg, Pinellas County', 'Balian',
'Off Singer Island, Palm Beach County', 'Off Surfside',
'Off Andros Island', 'Saint-Leu', 'Rodanthe, Dare County',
'Oak Island, Brunswick County',
'Lori Wilson Park, Cocoa Beach, Brevard County', 'Folette',
'Kouare ', 'Cap Homard', '3 miles off Jupiter, Palm Beach County',
'Nerang River, Surfers Paradise',
'Hilton Head Island, Beaufort County',
'Katrina Cut, Dauphin Island, Mobile County', 'Apalachicola Bay ',
'3 to 4 miles west of Indian Pass, Gulf County', 'Grand Bahamas',
'Lake Ponchartain off Southshore Harbor, New Orleans',
'Fort Lauderdale', 'Nerang River near Chevron Island',
'Casino Beach, Pensacola, Escambia County', 'Folly Beach',
'Sanibel Island, Lee County', 'Jacksonville, Duval County',
'Brisant Beach', 'Kylies Beach, Diamond Head', 'Eueiki Island',
' Boca de la Leña, La Unión', 'Nobbys Beach',
'Jensen Beach, Martin County ',
'Santa Maria Island, Manatee County', 'Anse Lazio ',
'North Topsail Beach, Onslow County',
'Riviera Beach, Palm Beach County', 'Gaviotas Beach, Cancun',
'Crowdy Head', 'Between ', 'Mullaway Headland',
'Eight Mile Beach, Galveston'], dtype=object)
coordinates = ({'Location': [
'Coronado, San Diego County','Pauanui Beach','Kangaroo Island',
'Stanmore Bay, Auckland','Sand Dollar Beach, Santa Cruz County','Salt Beach near Kingscliff',
'Cabarita Beach','Greenmount Beach, Coolangatta','Forster',
'Shelly Beach, Port Macquarie','Bunker Bay Beach','Tenth Island',
'Bailey Island, Cumberland County','Wilsons Headland', 'Stanley',
'Shelter Cove, Humboldt County','Cull Island / Esperance','Orient Beach',
'Neuse River, Craven County','Cocoa Beach, Brevard County','Chebilang pier ',
'Lucinda','Honolua Bay','Homestead, Miami-Dade County',
'Melbourne Beach, Brevard County','NoName Cay','Sombero Key Light, Monroe County',
'Wailea','Davidsons Beach, Kauai','Plateau de Ricaudy, Nouméa',
'Cable Beach','St. Vincent Bay','Key Biscayne',
'Sandspit Beach, Montaña de Oro State Park ','Lighthouse Beach','Ship Rock near Catalina, Los Angeles County',
'Burns Beach, Perth', 'North Salmon Creek Beach, Sonoma County','San Onofre, San Diego County',
'Pitt Island or Chatham Island','Cove Park, Kihei, Maui','Nerang River, Surfers Paradise',
'Saline-les-Bains','Noumea','North Kohala, Big Island',
'Anaehoomalu Bay, Hawaii','Beqa','Off Airlie Beach, Whitsundays',
'Shellharbour','East London','L’Hermitage Lagoon',
'Wilmington River, Chatham County','Samurai Beach','Madoogali',
'Marsa Alam','Surf Beach, Kiama','Martin Islet',
'Little Congwong Beach, La Perouse ','Cocoa Beach, Brevard County','Cone Bay',
'Nouvelle','Bimini','Sai Noi Beach',
'La Ticla','Newcomb Hollow Beach, Wellfleet, Barnstable County','South Point, Gracetown',
'Groote Eylandt','Longnook Beach, Truro, Barnstable County','Nirvana Beach',
'Beacons Beach, San Diego County','Moffat Beach','Piedade Beach, Recife',
'Baylys Beach ','Manuelita','Pounders Beach, Oahu',
'Oceanside, San Diego County','Kukio Beach','Southeast of Puerto Peñasco ',
'St. Francis Bay','Robberg Beach, Plettenberg Bay','Tinley Manor',
'Humboldt County','Point Casuarina, Bunbury','Athol Island',
'Sánchez Magallanes, Cárdenas','Davidsons Beach, Kekaha, Kauai','Guardalavaca Beach',
'Cathedral Rock','Between Pescadero Point & Bean Hollow Beach, San Mateo County','South Beach, Westport, Grays Harbor County',
'Nahoon Reef, East London','Seal Rock, Goleta Beach, Santa Barbara','Monterey Bay',
'Kelpies near Wylie Bay','Santa Cruz, Santa Cruz County','Kekaha Beach, Kauai',
'Marconi Beach, Wellfleet, Barnstable County','Eastmoor Crescent Beach','Hultins Beach, Oahu',
'Haulover Beach, Miami-Dade County','Stillwater Cove, Monterey County','Normanville',
'Esperance','Iluka Beach','Off Jupiter',
'Stearns Wharf, Santa Barbara','Gracetown','Balian Beach',
'Mauds Point','Destin, Okaloosa County','Roches Noires',
'Burkes Beach, Hilton Head, Beaufort County','Boot Reef, Torres Strait','Robberg Beach, Plettenberg Bay',
'Maui','Capitola, Santa Cruz County','Falcon Beach, Mandurah',
'Off Palos Verdes peninsula, Los Angeles County','Refugio State Beach, Santa Barbara County','Surfside, Orange County',
'Near Albany','Lighthouse Beach, Ballina','Ryspunt',
'Makaha, Oahu','Off Singer Island, Palm Beach County','Balian',
'Kamaole Beach Park I, Maui','8 miles off Mobile','Poe Beach',
'Green Turtle Cay','Boucan Canot','New Smyrna Beach, Volusia County',
'St. Petersburg, Pinellas County','Off Surfside','Keurbooms Lagoon, Plettenberg Bay',
'Booti Booti National Park','Guadalupe Island','Wailea Beach, Maui',
'Stil Bay','Fernano de Noronha','Saint-Leu',
'Nerang River, Surfers Paradise','East Ballina','Off Andros Island',
'Oak Island, Brunswick County','Lori Wilson Park, Cocoa Beach, Brevard County','Folette',
'Kouare ','Hapuna Beach','Cap Homard',
'3 miles off Jupiter, Palm Beach County','Westbrook Beach','Morro Strand State Beach, San Luis Obispo County',
'Ravine Mula','Fiji','Rodanthe, Dare County',
'Leftovers, Oahu','Lanikai Beach, Kailua, Oahu','Hallidays Point',
'Upolu Point, North Kohala, Big Island','Lake Macquarie','El Pescador Beach, Los Angeles County',
'Denmark','Horseshoe Rock, Santa Barbara County','Saltwater Beach',
'Lookout Beach, Plettenberg Bay','Buffels Bay near Knysna','Port St.Johns',
'Belongil Beach, Byron Bay','Yellow Sands Point','Atlantic Ocean',
'Off Panama City','Fishery Bay','Oak Island, Brunswick County',
'Lennox Head','Huntington Beach, Orange County','Jeffreys Bay',
'Lachan Island, Mercury Passage','Evans Head','Santa Barbara County',
'Morro Bay, San Luis Obispo County','East Ballina','Muizenberg',
'Katrina Cut, Dauphin Island, Mobile County','South Africa','Elliston, Eyre Peninsula',
'Manhattan Beach, Los Angeles County','Fremantle','Manomet Point, Plymouth, Plymouth County',
'Kelpids Beach, Wylie Bay, Esperance','Santa Barbara County','Santa Barbara County',
'Hilton Head Island, Beaufort County','Stewart Island','Lake Ponchartain off Southshore Harbor, New Orleans',
'Montaña de Oro State Park, San Luis Obispo County ','Tathra','Kihei, Maui',
'Apalachicola Bay ','North Kohala, Hawaii County','Rudder Reef',
'Franklin Point, San Mateo County','Three Stripes near Cheynes Beach','Nerang River near Chevron Island',
'Fort Lauderdale','Grand Bahamas','3 to 4 miles west of Indian Pass, Gulf County',
'Die Platt',"Pila'a Beach, Kauai",'Kanaha Beach, Maui',
'Riecks Point, Campbells Beach','Ninole Bay, Hawaii County','Seagull Beach, Cancun',
'Muriwai','Pacific State Beach, San Mateo County','Pillar Point, Half-Moon Bay, San Mateo County',
'Off Poison Creek, Cape Arid','Albatros Point, near Jeffreys Bay','Cape Nelson',
'Bunkers, Humboldt Bay, Eureka, Humboldt County','Kiholo Bay','Brisant Beach',
'White Plains Beach, Oahu','Casino Beach, Pensacola, Escambia County','Folly Beach',
'Jacksonville, Duval County','Sanibel Island, Lee County','New Smyrna Beach, Volusia County',
'Gleneden Beach, Lincoln County','Makena, Maui','Pillikin Red Light area ',
'Kona Coast State Park','Makena Landing, Maui',' Boca de la Leña, La Unión',
'Kihei, Maui','Coral Bay','Cat Island',
'Spreckelsville, Maui','Off Catalina Island','Davidsons Surf Break, Kekaha, Kauai',
'Nobbys Beach','Makena Landing, Maui','Trigg Beach',
'Eueiki Island','Jensen Beach, Martin County ','Caves near Kogel Bay',
'Port St.Johns','Dolphin Bay, Innes National Park','Off Wedge Island',
'Stratham Beach','Kylies Beach, Diamond Head','Saint-Leu',
'Leftovers near Chuns Reef, Oahu','Humboldt Bay, Eureka, Humboldt County','Surf Beach, Lompoc, Santa Barbara County',
'Iroquiois Point, Oahu','Redhead Beach, Newcastle','Lincoln City, Lincoln County',
'Redhead Beach', 'Kalbarri','Strandfontein',
'Leffingwell Landing, Cambria, San Luis Obispo County','Cintza Beach, East London','Pigeon Point',
'Hula, near Port Moresby','Busselton','Off Perforated Island near Coffin Bay',
'Clovely Beach','Lookout Beach, near the Keurbooms river mouth in Plettenberg Bay','Newport, Lincoln County',
'Rottnest Island','Marina State Beach, Monterey County',"Pila'a Beach, Kauai",
'Lyman Beach, Kailua-Kona','Robberg Beach','Kendec',
' Bunker Bay','North Topsail Beach, Onslow County','Santa Maria Island, Manatee County',
'Between ','Crowdy Head','Gaviotas Beach, Cancun',
'Balian','Anse Lazio ','Riviera Beach, Palm Beach County',
'Angourie','Cowaramup Bay','Winchester Bay',
'Between Dyer Island and Pearly Beach','Turners Beach','Pigeon Point, San Mateo County',
'Near oil rig Hondo, 5 nm from Gaviota, Santa Barbara County','Surf Beach, Vandenberg AFB, Santa Barbara County','Fish Hoek',
'Mullaway Headland','Off Garden Island','Between Carnac and Garden Islands',
'Eight Mile Beach, Galveston'],
'State': [
'California','North Island','South Austrialia',
'North Island','California','New South Wales',
'New South Wales','Queensland','New South Wales',
'New South Wales','Westerm Australia','Tasmania',
'Maine','New South Wales','Tasmania',
'California','Westerm Australia','Caribbean',
'North Carolina','Florida','Muang district of Satun province',
'Queensland','Hawaii','Florida',
'Florida','Abaco Islands','Florida',
'Maui','Hawaii','South Province',
'Western Australia','South Province','Florida',
'California','New South Wales','California',
'Westerm Australia','California','California',
'Chatham Islands','Hawaii','Hawaii',
' Saint-Paul','Oceania','Hawaii',
'Hawaii','Oceania','Queensland',
'New South Wales','Eastern Cape Province','Saint-Gilles',
'Georgia','New South Wales','Alifu Alifu Atoll',
'Red Sea','New South Wales','New South Wales',
'New South Wales','Florida','Western Australia',
'Oceania','Bahamas','Hua Hin',
'Colima','Massachusetts','Western Australia',
'Northern Territory','Massachusetts','New Providence',
'California','Queensland','Pernambuco',
'North Island','Cocos Island','Hawaii',
'California','Hawaii','Sonora',
'Eastern Cape Province','Western Cape Province','KwaZulu-Natal',
'California','Western Australia','New Providence ',
'Tabasco','Hawaii','Holquin Province',
'Victoria','California','Washington',
'Eastern Cape Province','California','California',
'Western Australia','California','Hawaii',
'Massachusetts','KwaZulu-Natal','Hawaii',
'Florida','California','South Australia',
'Western Australia','New South Wales','Florida',
'California','Western Australia','Bali',
'Western Australia','Florida','Saint-Paul',
'South Carolina','Queensland','Western Cape Province',
'Hawaii','California','Western Australia',
'California','California','California',
'Western Australia','New South Wales','Western Cape Province',
'Hawaii','Florida','Bali',
'Hawaii', 'Alabama','Grand Terre',
'Abaco Islands','Saint-Paul','Florida',
'Florida', 'Texas','Western Cape Province',
'New South Wales','Baja California','Hawaii',
'Western Cape Province','Pernambuco','Saint-Paul',
'Queensland','New South Wales','Bahamas',
'North Carolina','Florida','Le Port',
'Oceania', 'Hawaii','Saint-Gilles-les-Bains',
'Florida','KwaZulu-Natal','California',
'd’Étang-Salé','Oceania','North Carolina',
'Hawaii','Hawaii','New South Wales',
'Hawaii','New South Wales','California',
'Western Australia','California','New South Wales',
'Western Cape Province','Western Cape Province','Eastern Cape Province',
'New South Wales','Eastern Cape Province','Atlantic Ocean',
'Florida','South Australia','North Carolina',
'New South Wales','California','Eastern Cape Province',
'Tasmania','New South Wales','California',
'California','New South Wales','Western Cape Province',
'Alabama','South Africa','South Australia',
'California','Western Australia','Massachusetts',
'Western Australia','California','California',
'South Carolina','Southland','Louisiana',
'California','New South Wales','Hawaii',
'Florida','Hawaii','Queensland',
'California','Western Australia','Queensland',
'Florida','Bahamas','Florida',
'Western Cape Province','Hawaii','Hawaii',
'New South Wales','Hawaii','Quintana Roo',
'North Island','California','California',
'Western Australia','Eastern Cape Province','Victoria',
'California','Hawaii','Saint-Gilles',
'Hawaii','Florida','South Carolina',
'Florida','Florida','Florida',
'Oregon','Hawaii','St. Catherine',
'Hawaii','Hawaii','Guerrero',
'Hawaii', 'Western Australia','Bahamas',
'Hawaii','California','Hawaii',
'Queensland','Hawaii','Western Australia',
"Vava'u",'Florida','Western Cape Province',
'Eastern Cape Province','South Australia','Western Australia',
'Western Australia','New South Wales','Saint-Paul',
'Hawaii','California','California',
'Hawaii','New South Wales','Oregon',
'New South Wales','Western Australia','Western Cape Province',
'California','Eastern Cape Province','California',
'Central Province','Western Australia','South Australia',
'Western Cape Province','Western Cape Province','Oregon',
'Western Australia','California','Hawaii',
'Hawaii','Western Cape Province','North Province',
'Western Australia','North Carolina','Florida',
'Queensland','New South Wales','Quintana Roo',
'Bali','Praslin','Florida',
'New South Wales','Western Australia','Western Australia',
'Western Australia','Oregon','California',
'California','California','Western Cape Province',
'New South Wales','Western Australia','Western Australia',
'Texas'],
'Latitude': [32.6859,-37.0161,-35.7752,
-36.6264,35.9232,-28.2777,
-28.3436,-28.1640,-32.1806,
-33.3700,-33.5441,-40.9423,
43.7367,-29.8593,-40.7597,
40.0304,-33.9220,18.0875,
35.1313,28.3200,6.7014,
-18.5313,21.0139,25.4615,
28.0789,26.7490,24.6287,
20.6828,21.9642,-22.3138,
-17.9320,-21.9650,25.6937,
35.3033,-31.4789,33.4625,
-31.7247,38.3592,33.3728,
-44.2899,20.7273,-28.0167,
-21.0927,-22.2735,20.0917,
19.5458,-18.3828,-20.2678,
-34.5833,-33.0292,-21.0795,
31.9552,-32.7678,4.0960,
25.0676,-34.6769,-34.4943,
-33.9916,28.3200,-16.4683,
-20.9043,25.7333,12.5684,
18.4544,41.9632,-33.8645,
-13.9700,42.0209,25.0637,
33.0652,-26.8000,-8.1721,
-35.9517,5.5613,21.66327,
33.1959,19.8231,31.3172,
-34.1605,-34.0760,-29.4500,
40.7450,-33.3166,25.0783,
18.2953,21.9642,21.1221,
-37.4713,37.2396,46.8938,
-32.9958,34.8997,36.8007,
-33.8325,36.9741,21.9717,
41.8918,-29.8833,21.4389,
25.9114,36.5639,-35.4464,
-33.8613,-29.4120,26.9342,
34.4100,-33.8642,-8.5031,
-23.1206,30.3935,-21.0536,
32.1941,-10.0000,-34.0758,
20.7984,36.9752,-32.5801,
33.7684,34.4632,33.7271,
-35.0269,-28.8726,-34.3633,
21.4634,26.7851,-8.5031,
20.7222,30.6954,-21.6121,
26.7747,-21.0316,29.0258,
27.7676,28.9517,-34.0380,
-32.3127,29.0525,20.6828,
-34.3642,-3.8576,-21.1748,
-28.0007,-28.8537,24.7064,
33.9204,28.3371,-20.9444,
-20.9043,19.9923,-21.0368,
26.9342,-29.5912,35.3918,
-21.2498,-17.7134,35.6004,
21.4389,21.3925,-32.0684,
20.2690,-33.0311,34.0404,
-34.9618,34.4208,-32.0108,
-34.0506,-34.0833,-31.6288,
-28.6337,-32.9097,14.2576,
30.1588,-34.9142,33.9204,
-28.8000,33.6595,-34.0507,
-42.3824,-29.1086,34.4208,
35.3659,-28.8537,-34.0899,
30.2555,-30.5595,-33.6452,
33.8847,-32.0534,41.9161,
-33.8325,34.4208,34.4208,
32.2163,-47.0000,30.0381,
35.2723,-36.7360,20.7644,
26.6718,19.5429,-16.1942,
37.1497,-34.8741,-27.9973,
26.1224,26.6594,29.6905,
-33.2278,22.2102,20.8997,
-30.2379,19.1283,21.1619,
-36.8246,37.5989,37.5043,
-33.9036,-34.0507,-38.3596,
40.7195,19.8564,-21.0539,
21.3035,30.3304,32.6552,
30.3322,26.4434,29.0258,
44.8814,20.6316,18.1096,
19.7704,20.6538,17.9733,
20.7644,-23.1423,24.2133,
20.9107,33.3879,21.9642,
-32.9238,20.6538,-31.8779,
-18.7664,27.2545,-34.2342,
-31.6288,-35.1945,-30.8278,
-33.4519,-31.8144,-21.1748,
21.6269,40.7195,34.6831,
21.3275,-33.0205,44.9582,
-33.0205,-27.7104,-34.0779,
35.5839,-32.8287,37.1829,
-9.4438,-33.6532,-34.7268,
-33.9135,-34.0506,44.6368,
-32.0064,36.6928,22.2102,
19.6399,-34.0754,-20.6667,
-33.5427,34.4902,27.5041,
-20.9176,-31.8443,21.1323,
-8.3405,-4.2937,26.7753,
-29.4792,-33.8606,-32.1385,
-32.1755,43.6771,37.1818,
34.6831,34.4717,-34.1341,
-30.0771,-32.2043,-32.1393,
29.3013],
'Longitude': [-117.1831,175.8677,137.2142,
174.7256,-121.4687,153.5804,
153.5732,153.5476,152.5117,
151.4859,115.0346,146.9849,
-69.9941,153.2715,145.2960,
-124.0731,121.9048,-63.0197,
-76.5038,-80.6076,99.9577,
146.3320,-156.6385,-80.3350,
-80.5606,-77.2965,-81.1092,
-156.4430,-159.7089,166.4557,
122.2096,166.1204,-80.1628,
-120.8750,152.9298,-118.4917,
115.7249,-123.0682,-117.5656,
-176.2260,-156.4499,153.4167,
55.2397,166.4481,-155.7149,
-155.5335,178.1194,148.7156,
150.8667,27.8546,55.2223,
-81.0044,152.1242,72.7529,
34.8790,150.8542,150.9378,
151.2384,-80.6076,123.5353,
165.6180,-79.2500,99.9577,
-103.5541,-69.9965,114.9768,
136.5933,-70.0370,-77.4884,
-117.3047,153.1333,-34.9155,
173.7469,-87.0477,-157.9204,
-117.3795,-156.0008,-113.5380,
24.8241,23.3722,31.2833,
-124.0784,115.6333,-77.2718,
-93.8617,-159.7089,-75.8387,
144.7852,-122.4178,-124.1312,
27.9514,-120.6732,-121.9473,
121.9971,-122.0308,-159.7304,
-69.9611,31.0499,-158.0001,
-80.1235,-121.9423,138.3216,
121.8914,153.3647,-80.0942,
-119.6856,114.9882,114.9656,
113.7615,-86.4958,55.2235,
-80.6977,144.6667,23.3722,
-156.3319,-121.9533,115.6524,
-118.3492,-120.0701,-118.0819,
117.8837,153.5899,20.1945,
-158.2206,-80.0375,114.9656,
-156.4479,-88.0399,165.4010,
-77.3296,55.2273,-80.9270,
-82.6403,-95.2875,23.3782,
152.5179,-118.2761,-156.4430,
21.4336,-32.4297,55.2879,
153.4296,153.5865,-78.0195,
-78.1608,-80.6095,55.3033,
165.6180,-155.8257,55.2171,
-80.0942,31.1713,-120.8664,
55.3697,178.0650,-75.4656,
-158.0001,-157.7151,152.5150,
-155.8545,151.5603,-118.8921,
117.3507,-119.6982,152.5629,
23.3776,22.9731,29.5369,
153.6003,28.0798,-43.449815,
-85.6602,135.6861,-78.1608,
153.5833,-117.9988,24.9102,
147.5812,153.4217,-119.6982,
-120.8500,153.5865,18.4959,
-88.0849,22.9375,134.8886,
-118.4109,115.7580,-70.5621,
121.9971,-119.6982,-119.6982,
-80.7526,167.8400,-90.0156,
-120.8868,149.9674,-156.4450,
-85.0026,-155.6659,145.6990,
-122.3605,118.3963,153.4198,
-80.1373,-78.5207,-85.2644,
21.8569,-159.3687,-156.4406,
153.1522,-155.5094,-86.8515,
174.4339,-122.5019,-122.4826,
123.3513,24.9102,141.6051,
-124.2426,-155.9217,55.2287,
-158.0452,-87.1418,-79.9404,
-81.6557,-82.1115,-80.9270,
-124.0346,-156.4448,-77.2975,
-156.0218,-156.4410,-101.9896,
-156.4450,113.7723,-75.3645,
-156.4052,-118.4163,-159.7089,
151.7928,-156.4410,115.7518,
-174.0187,-80.2298,18.8487,
29.5369,136.8667,115.1880,
115.5763,152.7350,55.2879,
-158.0839,-124.2426,-120.6064,
-157.9803,151.7092,-124.0179,
151.7092,114.1646,18.5730,
-121.1214,28.1189,-122.3928,
147.1803,115.3455,135.1582,
151.2663,23.3776,-124.0535,
115.5073,-121.8093,-159.3687,
-155.9969,23.3724,164.2500,
115.0392,-77.4316,-82.7145,
142.7028,152.7265,-86.7465,
115.0920,55.7015,-80.0581,
153.3594,114.9858, 115.6638,
115.6690,-124.1748,-122.3946,
-120.6064,-120.2149,18.4187,
153.2052,115.6776,115.6633,
-94.7977]})
coordinates_copy = coordinates.copy()
coordinates_copy
{'Location': ['Coronado, San Diego County',
'Pauanui Beach',
'Kangaroo Island',
'Stanmore Bay, Auckland',
'Sand Dollar Beach, Santa Cruz County',
'Salt Beach near Kingscliff',
'Cabarita Beach',
'Greenmount Beach, Coolangatta',
'Forster',
'Shelly Beach, Port Macquarie',
'Bunker Bay Beach',
'Tenth Island',
'Bailey Island, Cumberland County',
'Wilsons Headland',
'Stanley',
'Shelter Cove, Humboldt County',
'Cull Island / Esperance',
'Orient Beach',
'Neuse River, Craven County',
'Cocoa Beach, Brevard County',
'Chebilang pier ',
'Lucinda',
'Honolua Bay',
'Homestead, Miami-Dade County',
'Melbourne Beach, Brevard County',
'NoName Cay',
'Sombero Key Light, Monroe County',
'Wailea',
'Davidsons Beach, Kauai',
'Plateau de Ricaudy, Nouméa',
'Cable Beach',
'St. Vincent Bay',
'Key Biscayne',
'Sandspit Beach, Montaña de Oro State Park ',
'Lighthouse Beach',
'Ship Rock near Catalina, Los Angeles County',
'Burns Beach, Perth',
'North Salmon Creek Beach, Sonoma County',
'San Onofre, San Diego County',
'Pitt Island or Chatham Island',
'Cove Park, Kihei, Maui',
'Nerang River, Surfers Paradise',
'Saline-les-Bains',
'Noumea',
'North Kohala, Big Island',
'Anaehoomalu Bay, Hawaii',
'Beqa',
'Off Airlie Beach, Whitsundays',
'Shellharbour',
'East London',
'L’Hermitage Lagoon',
'Wilmington River, Chatham County',
'Samurai Beach',
'Madoogali',
'Marsa Alam',
'Surf Beach, Kiama',
'Martin Islet',
'Little Congwong Beach, La Perouse ',
'Cocoa Beach, Brevard County',
'Cone Bay',
'Nouvelle',
'Bimini',
'Sai Noi Beach',
'La Ticla',
'Newcomb Hollow Beach, Wellfleet, Barnstable County',
'South Point, Gracetown',
'Groote Eylandt',
'Longnook Beach, Truro, Barnstable County',
'Nirvana Beach',
'Beacons Beach, San Diego County',
'Moffat Beach',
'Piedade Beach, Recife',
'Baylys Beach ',
'Manuelita',
'Pounders Beach, Oahu',
'Oceanside, San Diego County',
'Kukio Beach',
'Southeast of Puerto Peñasco ',
'St. Francis Bay',
'Robberg Beach, Plettenberg Bay',
'Tinley Manor',
'Humboldt County',
'Point Casuarina, Bunbury',
'Athol Island',
'Sánchez Magallanes, Cárdenas',
'Davidsons Beach, Kekaha, Kauai',
'Guardalavaca Beach',
'Cathedral Rock',
'Between Pescadero Point & Bean Hollow Beach, San Mateo County',
'South Beach, Westport, Grays Harbor County',
'Nahoon Reef, East London',
'Seal Rock, Goleta Beach, Santa Barbara',
'Monterey Bay',
'Kelpies near Wylie Bay',
'Santa Cruz, Santa Cruz County',
'Kekaha Beach, Kauai',
'Marconi Beach, Wellfleet, Barnstable County',
'Eastmoor Crescent Beach',
'Hultins Beach, Oahu',
'Haulover Beach, Miami-Dade County',
'Stillwater Cove, Monterey County',
'Normanville',
'Esperance',
'Iluka Beach',
'Off Jupiter',
'Stearns Wharf, Santa Barbara',
'Gracetown',
'Balian Beach',
'Mauds Point',
'Destin, Okaloosa County',
'Roches Noires',
'Burkes Beach, Hilton Head, Beaufort County',
'Boot Reef, Torres Strait',
'Robberg Beach, Plettenberg Bay',
'Maui',
'Capitola, Santa Cruz County',
'Falcon Beach, Mandurah',
'Off Palos Verdes peninsula, Los Angeles County',
'Refugio State Beach, Santa Barbara County',
'Surfside, Orange County',
'Near Albany',
'Lighthouse Beach, Ballina',
'Ryspunt',
'Makaha, Oahu',
'Off Singer Island, Palm Beach County',
'Balian',
'Kamaole Beach Park I, Maui',
'8 miles off Mobile',
'Poe Beach',
'Green Turtle Cay',
'Boucan Canot',
'New Smyrna Beach, Volusia County',
'St. Petersburg, Pinellas County',
'Off Surfside',
'Keurbooms Lagoon, Plettenberg Bay',
'Booti Booti National Park',
'Guadalupe Island',
'Wailea Beach, Maui',
'Stil Bay',
'Fernano de Noronha',
'Saint-Leu',
'Nerang River, Surfers Paradise',
'East Ballina',
'Off Andros Island',
'Oak Island, Brunswick County',
'Lori Wilson Park, Cocoa Beach, Brevard County',
'Folette',
'Kouare ',
'Hapuna Beach',
'Cap Homard',
'3 miles off Jupiter, Palm Beach County',
'Westbrook Beach',
'Morro Strand State Beach, San Luis Obispo County',
'Ravine Mula',
'Fiji',
'Rodanthe, Dare County',
'Leftovers, Oahu',
'Lanikai Beach, Kailua, Oahu',
'Hallidays Point',
'Upolu Point, North Kohala, Big Island',
'Lake Macquarie',
'El Pescador Beach, Los Angeles County',
'Denmark',
'Horseshoe Rock, Santa Barbara County',
'Saltwater Beach',
'Lookout Beach, Plettenberg Bay',
'Buffels Bay near Knysna',
'Port St.Johns',
'Belongil Beach, Byron Bay',
'Yellow Sands Point',
'Atlantic Ocean',
'Off Panama City',
'Fishery Bay',
'Oak Island, Brunswick County',
'Lennox Head',
'Huntington Beach, Orange County',
'Jeffreys Bay',
'Lachan Island, Mercury Passage',
'Evans Head',
'Santa Barbara County',
'Morro Bay, San Luis Obispo County',
'East Ballina',
'Muizenberg',
'Katrina Cut, Dauphin Island, Mobile County',
'South Africa',
'Elliston, Eyre Peninsula',
'Manhattan Beach, Los Angeles County',
'Fremantle',
'Manomet Point, Plymouth, Plymouth County',
'Kelpids Beach, Wylie Bay, Esperance',
'Santa Barbara County',
'Santa Barbara County',
'Hilton Head Island, Beaufort County',
'Stewart Island',
'Lake Ponchartain off Southshore Harbor, New Orleans',
'Montaña de Oro State Park, San Luis Obispo County ',
'Tathra',
'Kihei, Maui',
'Apalachicola Bay ',
'North Kohala, Hawaii County',
'Rudder Reef',
'Franklin Point, San Mateo County',
'Three Stripes near Cheynes Beach',
'Nerang River near Chevron Island',
'Fort Lauderdale',
'Grand Bahamas',
'3 to 4 miles west of Indian Pass, Gulf County',
'Die Platt',
"Pila'a Beach, Kauai",
'Kanaha Beach, Maui',
'Riecks Point, Campbells Beach',
'Ninole Bay, Hawaii County',
'Seagull Beach, Cancun',
'Muriwai',
'Pacific State Beach, San Mateo County',
'Pillar Point, Half-Moon Bay, San Mateo County',
'Off Poison Creek, Cape Arid',
'Albatros Point, near Jeffreys Bay',
'Cape Nelson',
'Bunkers, Humboldt Bay, Eureka, Humboldt County',
'Kiholo Bay',
'Brisant Beach',
'White Plains Beach, Oahu',
'Casino Beach, Pensacola, Escambia County',
'Folly Beach',
'Jacksonville, Duval County',
'Sanibel Island, Lee County',
'New Smyrna Beach, Volusia County',
'Gleneden Beach, Lincoln County',
'Makena, Maui',
'Pillikin Red Light area ',
'Kona Coast State Park',
'Makena Landing, Maui',
' Boca de la Leña, La Unión',
'Kihei, Maui',
'Coral Bay',
'Cat Island',
'Spreckelsville, Maui',
'Off Catalina Island',
'Davidsons Surf Break, Kekaha, Kauai',
'Nobbys Beach',
'Makena Landing, Maui',
'Trigg Beach',
'Eueiki Island',
'Jensen Beach, Martin County ',
'Caves near Kogel Bay',
'Port St.Johns',
'Dolphin Bay, Innes National Park',
'Off Wedge Island',
'Stratham Beach',
'Kylies Beach, Diamond Head',
'Saint-Leu',
'Leftovers near Chuns Reef, Oahu',
'Humboldt Bay, Eureka, Humboldt County',
'Surf Beach, Lompoc, Santa Barbara County',
'Iroquiois Point, Oahu',
'Redhead Beach, Newcastle',
'Lincoln City, Lincoln County',
'Redhead Beach',
'Kalbarri',
'Strandfontein',
'Leffingwell Landing, Cambria, San Luis Obispo County',
'Cintza Beach, East London',
'Pigeon Point',
'Hula, near Port Moresby',
'Busselton',
'Off Perforated Island near Coffin Bay',
'Clovely Beach',
'Lookout Beach, near the Keurbooms river mouth in Plettenberg Bay',
'Newport, Lincoln County',
'Rottnest Island',
'Marina State Beach, Monterey County',
"Pila'a Beach, Kauai",
'Lyman Beach, Kailua-Kona',
'Robberg Beach',
'Kendec',
' Bunker Bay',
'North Topsail Beach, Onslow County',
'Santa Maria Island, Manatee County',
'Between ',
'Crowdy Head',
'Gaviotas Beach, Cancun',
'Balian',
'Anse Lazio ',
'Riviera Beach, Palm Beach County',
'Angourie',
'Cowaramup Bay',
'Winchester Bay',
'Between Dyer Island and Pearly Beach',
'Turners Beach',
'Pigeon Point, San Mateo County',
'Near oil rig Hondo, 5 nm from Gaviota, Santa Barbara County',
'Surf Beach, Vandenberg AFB, Santa Barbara County',
'Fish Hoek',
'Mullaway Headland',
'Off Garden Island',
'Between Carnac and Garden Islands',
'Eight Mile Beach, Galveston'],
'State': ['California',
'North Island',
'South Austrialia',
'North Island',
'California',
'New South Wales',
'New South Wales',
'Queensland',
'New South Wales',
'New South Wales',
'Westerm Australia',
'Tasmania',
'Maine',
'New South Wales',
'Tasmania',
'California',
'Westerm Australia',
'Caribbean',
'North Carolina',
'Florida',
'Muang district of Satun province',
'Queensland',
'Hawaii',
'Florida',
'Florida',
'Abaco Islands',
'Florida',
'Maui',
'Hawaii',
'South Province',
'Western Australia',
'South Province',
'Florida',
'California',
'New South Wales',
'California',
'Westerm Australia',
'California',
'California',
'Chatham Islands',
'Hawaii',
'Hawaii',
' Saint-Paul',
'Oceania',
'Hawaii',
'Hawaii',
'Oceania',
'Queensland',
'New South Wales',
'Eastern Cape Province',
'Saint-Gilles',
'Georgia',
'New South Wales',
'Alifu Alifu Atoll',
'Red Sea',
'New South Wales',
'New South Wales',
'New South Wales',
'Florida',
'Western Australia',
'Oceania',
'Bahamas',
'Hua Hin',
'Colima',
'Massachusetts',
'Western Australia',
'Northern Territory',
'Massachusetts',
'New Providence',
'California',
'Queensland',
'Pernambuco',
'North Island',
'Cocos Island',
'Hawaii',
'California',
'Hawaii',
'Sonora',
'Eastern Cape Province',
'Western Cape Province',
'KwaZulu-Natal',
'California',
'Western Australia',
'New Providence ',
'Tabasco',
'Hawaii',
'Holquin Province',
'Victoria',
'California',
'Washington',
'Eastern Cape Province',
'California',
'California',
'Western Australia',
'California',
'Hawaii',
'Massachusetts',
'KwaZulu-Natal',
'Hawaii',
'Florida',
'California',
'South Australia',
'Western Australia',
'New South Wales',
'Florida',
'California',
'Western Australia',
'Bali',
'Western Australia',
'Florida',
'Saint-Paul',
'South Carolina',
'Queensland',
'Western Cape Province',
'Hawaii',
'California',
'Western Australia',
'California',
'California',
'California',
'Western Australia',
'New South Wales',
'Western Cape Province',
'Hawaii',
'Florida',
'Bali',
'Hawaii',
'Alabama',
'Grand Terre',
'Abaco Islands',
'Saint-Paul',
'Florida',
'Florida',
'Texas',
'Western Cape Province',
'New South Wales',
'Baja California',
'Hawaii',
'Western Cape Province',
'Pernambuco',
'Saint-Paul',
'Queensland',
'New South Wales',
'Bahamas',
'North Carolina',
'Florida',
'Le Port',
'Oceania',
'Hawaii',
'Saint-Gilles-les-Bains',
'Florida',
'KwaZulu-Natal',
'California',
'd’Étang-Salé',
'Oceania',
'North Carolina',
'Hawaii',
'Hawaii',
'New South Wales',
'Hawaii',
'New South Wales',
'California',
'Western Australia',
'California',
'New South Wales',
'Western Cape Province',
'Western Cape Province',
'Eastern Cape Province',
'New South Wales',
'Eastern Cape Province',
'Atlantic Ocean',
'Florida',
'South Australia',
'North Carolina',
'New South Wales',
'California',
'Eastern Cape Province',
'Tasmania',
'New South Wales',
'California',
'California',
'New South Wales',
'Western Cape Province',
'Alabama',
'South Africa',
'South Australia',
'California',
'Western Australia',
'Massachusetts',
'Western Australia',
'California',
'California',
'South Carolina',
'Southland',
'Louisiana',
'California',
'New South Wales',
'Hawaii',
'Florida',
'Hawaii',
'Queensland',
'California',
'Western Australia',
'Queensland',
'Florida',
'Bahamas',
'Florida',
'Western Cape Province',
'Hawaii',
'Hawaii',
'New South Wales',
'Hawaii',
'Quintana Roo',
'North Island',
'California',
'California',
'Western Australia',
'Eastern Cape Province',
'Victoria',
'California',
'Hawaii',
'Saint-Gilles',
'Hawaii',
'Florida',
'South Carolina',
'Florida',
'Florida',
'Florida',
'Oregon',
'Hawaii',
'St. Catherine',
'Hawaii',
'Hawaii',
'Guerrero',
'Hawaii',
'Western Australia',
'Bahamas',
'Hawaii',
'California',
'Hawaii',
'Queensland',
'Hawaii',
'Western Australia',
"Vava'u",
'Florida',
'Western Cape Province',
'Eastern Cape Province',
'South Australia',
'Western Australia',
'Western Australia',
'New South Wales',
'Saint-Paul',
'Hawaii',
'California',
'California',
'Hawaii',
'New South Wales',
'Oregon',
'New South Wales',
'Western Australia',
'Western Cape Province',
'California',
'Eastern Cape Province',
'California',
'Central Province',
'Western Australia',
'South Australia',
'Western Cape Province',
'Western Cape Province',
'Oregon',
'Western Australia',
'California',
'Hawaii',
'Hawaii',
'Western Cape Province',
'North Province',
'Western Australia',
'North Carolina',
'Florida',
'Queensland',
'New South Wales',
'Quintana Roo',
'Bali',
'Praslin',
'Florida',
'New South Wales',
'Western Australia',
'Western Australia',
'Western Australia',
'Oregon',
'California',
'California',
'California',
'Western Cape Province',
'New South Wales',
'Western Australia',
'Western Australia',
'Texas'],
'Latitude': [32.6859,
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df_shark = pd.DataFrame.from_dict(coordinates, orient='index')
df_shark = df_shark.transpose()
pd.set_option('max_columns',None)
pd.set_option('max_rows',None)
df_shark
| Location | State | Latitude | Longitude | |
|---|---|---|---|---|
| 0 | Coronado, San Diego County | California | 32.69 | -117.18 |
| 1 | Pauanui Beach | North Island | -37.02 | 175.87 |
| 2 | Kangaroo Island | South Austrialia | -35.78 | 137.21 |
| 3 | Stanmore Bay, Auckland | North Island | -36.63 | 174.73 |
| 4 | Sand Dollar Beach, Santa Cruz County | California | 35.92 | -121.47 |
| 5 | Salt Beach near Kingscliff | New South Wales | -28.28 | 153.58 |
| 6 | Cabarita Beach | New South Wales | -28.34 | 153.57 |
| 7 | Greenmount Beach, Coolangatta | Queensland | -28.16 | 153.55 |
| 8 | Forster | New South Wales | -32.18 | 152.51 |
| 9 | Shelly Beach, Port Macquarie | New South Wales | -33.37 | 151.49 |
| 10 | Bunker Bay Beach | Westerm Australia | -33.54 | 115.03 |
| 11 | Tenth Island | Tasmania | -40.94 | 146.98 |
| 12 | Bailey Island, Cumberland County | Maine | 43.74 | -69.99 |
| 13 | Wilsons Headland | New South Wales | -29.86 | 153.27 |
| 14 | Stanley | Tasmania | -40.76 | 145.30 |
| 15 | Shelter Cove, Humboldt County | California | 40.03 | -124.07 |
| 16 | Cull Island / Esperance | Westerm Australia | -33.92 | 121.90 |
| 17 | Orient Beach | Caribbean | 18.09 | -63.02 |
| 18 | Neuse River, Craven County | North Carolina | 35.13 | -76.50 |
| 19 | Cocoa Beach, Brevard County | Florida | 28.32 | -80.61 |
| 20 | Chebilang pier | Muang district of Satun province | 6.70 | 99.96 |
| 21 | Lucinda | Queensland | -18.53 | 146.33 |
| 22 | Honolua Bay | Hawaii | 21.01 | -156.64 |
| 23 | Homestead, Miami-Dade County | Florida | 25.46 | -80.33 |
| 24 | Melbourne Beach, Brevard County | Florida | 28.08 | -80.56 |
| 25 | NoName Cay | Abaco Islands | 26.75 | -77.30 |
| 26 | Sombero Key Light, Monroe County | Florida | 24.63 | -81.11 |
| 27 | Wailea | Maui | 20.68 | -156.44 |
| 28 | Davidsons Beach, Kauai | Hawaii | 21.96 | -159.71 |
| 29 | Plateau de Ricaudy, Nouméa | South Province | -22.31 | 166.46 |
| 30 | Cable Beach | Western Australia | -17.93 | 122.21 |
| 31 | St. Vincent Bay | South Province | -21.96 | 166.12 |
| 32 | Key Biscayne | Florida | 25.69 | -80.16 |
| 33 | Sandspit Beach, Montaña de Oro State Park | California | 35.30 | -120.88 |
| 34 | Lighthouse Beach | New South Wales | -31.48 | 152.93 |
| 35 | Ship Rock near Catalina, Los Angeles County | California | 33.46 | -118.49 |
| 36 | Burns Beach, Perth | Westerm Australia | -31.72 | 115.72 |
| 37 | North Salmon Creek Beach, Sonoma County | California | 38.36 | -123.07 |
| 38 | San Onofre, San Diego County | California | 33.37 | -117.57 |
| 39 | Pitt Island or Chatham Island | Chatham Islands | -44.29 | -176.23 |
| 40 | Cove Park, Kihei, Maui | Hawaii | 20.73 | -156.45 |
| 41 | Nerang River, Surfers Paradise | Hawaii | -28.02 | 153.42 |
| 42 | Saline-les-Bains | Saint-Paul | -21.09 | 55.24 |
| 43 | Noumea | Oceania | -22.27 | 166.45 |
| 44 | North Kohala, Big Island | Hawaii | 20.09 | -155.71 |
| 45 | Anaehoomalu Bay, Hawaii | Hawaii | 19.55 | -155.53 |
| 46 | Beqa | Oceania | -18.38 | 178.12 |
| 47 | Off Airlie Beach, Whitsundays | Queensland | -20.27 | 148.72 |
| 48 | Shellharbour | New South Wales | -34.58 | 150.87 |
| 49 | East London | Eastern Cape Province | -33.03 | 27.85 |
| 50 | L’Hermitage Lagoon | Saint-Gilles | -21.08 | 55.22 |
| 51 | Wilmington River, Chatham County | Georgia | 31.96 | -81.00 |
| 52 | Samurai Beach | New South Wales | -32.77 | 152.12 |
| 53 | Madoogali | Alifu Alifu Atoll | 4.10 | 72.75 |
| 54 | Marsa Alam | Red Sea | 25.07 | 34.88 |
| 55 | Surf Beach, Kiama | New South Wales | -34.68 | 150.85 |
| 56 | Martin Islet | New South Wales | -34.49 | 150.94 |
| 57 | Little Congwong Beach, La Perouse | New South Wales | -33.99 | 151.24 |
| 58 | Cocoa Beach, Brevard County | Florida | 28.32 | -80.61 |
| 59 | Cone Bay | Western Australia | -16.47 | 123.54 |
| 60 | Nouvelle | Oceania | -20.90 | 165.62 |
| 61 | Bimini | Bahamas | 25.73 | -79.25 |
| 62 | Sai Noi Beach | Hua Hin | 12.57 | 99.96 |
| 63 | La Ticla | Colima | 18.45 | -103.55 |
| 64 | Newcomb Hollow Beach, Wellfleet, Barnstable Co... | Massachusetts | 41.96 | -70.00 |
| 65 | South Point, Gracetown | Western Australia | -33.86 | 114.98 |
| 66 | Groote Eylandt | Northern Territory | -13.97 | 136.59 |
| 67 | Longnook Beach, Truro, Barnstable County | Massachusetts | 42.02 | -70.04 |
| 68 | Nirvana Beach | New Providence | 25.06 | -77.49 |
| 69 | Beacons Beach, San Diego County | California | 33.07 | -117.30 |
| 70 | Moffat Beach | Queensland | -26.80 | 153.13 |
| 71 | Piedade Beach, Recife | Pernambuco | -8.17 | -34.92 |
| 72 | Baylys Beach | North Island | -35.95 | 173.75 |
| 73 | Manuelita | Cocos Island | 5.56 | -87.05 |
| 74 | Pounders Beach, Oahu | Hawaii | 21.66 | -157.92 |
| 75 | Oceanside, San Diego County | California | 33.20 | -117.38 |
| 76 | Kukio Beach | Hawaii | 19.82 | -156.00 |
| 77 | Southeast of Puerto Peñasco | Sonora | 31.32 | -113.54 |
| 78 | St. Francis Bay | Eastern Cape Province | -34.16 | 24.82 |
| 79 | Robberg Beach, Plettenberg Bay | Western Cape Province | -34.08 | 23.37 |
| 80 | Tinley Manor | KwaZulu-Natal | -29.45 | 31.28 |
| 81 | Humboldt County | California | 40.74 | -124.08 |
| 82 | Point Casuarina, Bunbury | Western Australia | -33.32 | 115.63 |
| 83 | Athol Island | New Providence | 25.08 | -77.27 |
| 84 | Sánchez Magallanes, Cárdenas | Tabasco | 18.30 | -93.86 |
| 85 | Davidsons Beach, Kekaha, Kauai | Hawaii | 21.96 | -159.71 |
| 86 | Guardalavaca Beach | Holquin Province | 21.12 | -75.84 |
| 87 | Cathedral Rock | Victoria | -37.47 | 144.79 |
| 88 | Between Pescadero Point & Bean Hollow Beach, S... | California | 37.24 | -122.42 |
| 89 | South Beach, Westport, Grays Harbor County | Washington | 46.89 | -124.13 |
| 90 | Nahoon Reef, East London | Eastern Cape Province | -33.00 | 27.95 |
| 91 | Seal Rock, Goleta Beach, Santa Barbara | California | 34.90 | -120.67 |
| 92 | Monterey Bay | California | 36.80 | -121.95 |
| 93 | Kelpies near Wylie Bay | Western Australia | -33.83 | 122.00 |
| 94 | Santa Cruz, Santa Cruz County | California | 36.97 | -122.03 |
| 95 | Kekaha Beach, Kauai | Hawaii | 21.97 | -159.73 |
| 96 | Marconi Beach, Wellfleet, Barnstable County | Massachusetts | 41.89 | -69.96 |
| 97 | Eastmoor Crescent Beach | KwaZulu-Natal | -29.88 | 31.05 |
| 98 | Hultins Beach, Oahu | Hawaii | 21.44 | -158.00 |
| 99 | Haulover Beach, Miami-Dade County | Florida | 25.91 | -80.12 |
| 100 | Stillwater Cove, Monterey County | California | 36.56 | -121.94 |
| 101 | Normanville | South Australia | -35.45 | 138.32 |
| 102 | Esperance | Western Australia | -33.86 | 121.89 |
| 103 | Iluka Beach | New South Wales | -29.41 | 153.36 |
| 104 | Off Jupiter | Florida | 26.93 | -80.09 |
| 105 | Stearns Wharf, Santa Barbara | California | 34.41 | -119.69 |
| 106 | Gracetown | Western Australia | -33.86 | 114.99 |
| 107 | Balian Beach | Bali | -8.50 | 114.97 |
| 108 | Mauds Point | Western Australia | -23.12 | 113.76 |
| 109 | Destin, Okaloosa County | Florida | 30.39 | -86.50 |
| 110 | Roches Noires | Saint-Paul | -21.05 | 55.22 |
| 111 | Burkes Beach, Hilton Head, Beaufort County | South Carolina | 32.19 | -80.70 |
| 112 | Boot Reef, Torres Strait | Queensland | -10.00 | 144.67 |
| 113 | Robberg Beach, Plettenberg Bay | Western Cape Province | -34.08 | 23.37 |
| 114 | Maui | Hawaii | 20.80 | -156.33 |
| 115 | Capitola, Santa Cruz County | California | 36.98 | -121.95 |
| 116 | Falcon Beach, Mandurah | Western Australia | -32.58 | 115.65 |
| 117 | Off Palos Verdes peninsula, Los Angeles County | California | 33.77 | -118.35 |
| 118 | Refugio State Beach, Santa Barbara County | California | 34.46 | -120.07 |
| 119 | Surfside, Orange County | California | 33.73 | -118.08 |
| 120 | Near Albany | Western Australia | -35.03 | 117.88 |
| 121 | Lighthouse Beach, Ballina | New South Wales | -28.87 | 153.59 |
| 122 | Ryspunt | Western Cape Province | -34.36 | 20.19 |
| 123 | Makaha, Oahu | Hawaii | 21.46 | -158.22 |
| 124 | Off Singer Island, Palm Beach County | Florida | 26.79 | -80.04 |
| 125 | Balian | Bali | -8.50 | 114.97 |
| 126 | Kamaole Beach Park I, Maui | Hawaii | 20.72 | -156.45 |
| 127 | 8 miles off Mobile | Alabama | 30.70 | -88.04 |
| 128 | Poe Beach | Grand Terre | -21.61 | 165.40 |
| 129 | Green Turtle Cay | Abaco Islands | 26.77 | -77.33 |
| 130 | Boucan Canot | Saint-Paul | -21.03 | 55.23 |
| 131 | New Smyrna Beach, Volusia County | Florida | 29.03 | -80.93 |
| 132 | St. Petersburg, Pinellas County | Florida | 27.77 | -82.64 |
| 133 | Off Surfside | Texas | 28.95 | -95.29 |
| 134 | Keurbooms Lagoon, Plettenberg Bay | Western Cape Province | -34.04 | 23.38 |
| 135 | Booti Booti National Park | New South Wales | -32.31 | 152.52 |
| 136 | Guadalupe Island | Baja California | 29.05 | -118.28 |
| 137 | Wailea Beach, Maui | Hawaii | 20.68 | -156.44 |
| 138 | Stil Bay | Western Cape Province | -34.36 | 21.43 |
| 139 | Fernano de Noronha | Pernambuco | -3.86 | -32.43 |
| 140 | Saint-Leu | Saint-Paul | -21.17 | 55.29 |
| 141 | Nerang River, Surfers Paradise | Queensland | -28.00 | 153.43 |
| 142 | East Ballina | New South Wales | -28.85 | 153.59 |
| 143 | Off Andros Island | Bahamas | 24.71 | -78.02 |
| 144 | Oak Island, Brunswick County | North Carolina | 33.92 | -78.16 |
| 145 | Lori Wilson Park, Cocoa Beach, Brevard County | Florida | 28.34 | -80.61 |
| 146 | Folette | Le Port | -20.94 | 55.30 |
| 147 | Kouare | Oceania | -20.90 | 165.62 |
| 148 | Hapuna Beach | Hawaii | 19.99 | -155.83 |
| 149 | Cap Homard | Saint-Gilles-les-Bains | -21.04 | 55.22 |
| 150 | 3 miles off Jupiter, Palm Beach County | Florida | 26.93 | -80.09 |
| 151 | Westbrook Beach | KwaZulu-Natal | -29.59 | 31.17 |
| 152 | Morro Strand State Beach, San Luis Obispo County | California | 35.39 | -120.87 |
| 153 | Ravine Mula | d’Étang-Salé | -21.25 | 55.37 |
| 154 | Fiji | Oceania | -17.71 | 178.06 |
| 155 | Rodanthe, Dare County | North Carolina | 35.60 | -75.47 |
| 156 | Leftovers, Oahu | Hawaii | 21.44 | -158.00 |
| 157 | Lanikai Beach, Kailua, Oahu | Hawaii | 21.39 | -157.72 |
| 158 | Hallidays Point | New South Wales | -32.07 | 152.51 |
| 159 | Upolu Point, North Kohala, Big Island | Hawaii | 20.27 | -155.85 |
| 160 | Lake Macquarie | New South Wales | -33.03 | 151.56 |
| 161 | El Pescador Beach, Los Angeles County | California | 34.04 | -118.89 |
| 162 | Denmark | Western Australia | -34.96 | 117.35 |
| 163 | Horseshoe Rock, Santa Barbara County | California | 34.42 | -119.70 |
| 164 | Saltwater Beach | New South Wales | -32.01 | 152.56 |
| 165 | Lookout Beach, Plettenberg Bay | Western Cape Province | -34.05 | 23.38 |
| 166 | Buffels Bay near Knysna | Western Cape Province | -34.08 | 22.97 |
| 167 | Port St.Johns | Eastern Cape Province | -31.63 | 29.54 |
| 168 | Belongil Beach, Byron Bay | New South Wales | -28.63 | 153.60 |
| 169 | Yellow Sands Point | Eastern Cape Province | -32.91 | 28.08 |
| 170 | Atlantic Ocean | Atlantic Ocean | 14.26 | -43.45 |
| 171 | Off Panama City | Florida | 30.16 | -85.66 |
| 172 | Fishery Bay | South Australia | -34.91 | 135.69 |
| 173 | Oak Island, Brunswick County | North Carolina | 33.92 | -78.16 |
| 174 | Lennox Head | New South Wales | -28.80 | 153.58 |
| 175 | Huntington Beach, Orange County | California | 33.66 | -118.00 |
| 176 | Jeffreys Bay | Eastern Cape Province | -34.05 | 24.91 |
| 177 | Lachan Island, Mercury Passage | Tasmania | -42.38 | 147.58 |
| 178 | Evans Head | New South Wales | -29.11 | 153.42 |
| 179 | Santa Barbara County | California | 34.42 | -119.70 |
| 180 | Morro Bay, San Luis Obispo County | California | 35.37 | -120.85 |
| 181 | East Ballina | New South Wales | -28.85 | 153.59 |
| 182 | Muizenberg | Western Cape Province | -34.09 | 18.50 |
| 183 | Katrina Cut, Dauphin Island, Mobile County | Alabama | 30.26 | -88.08 |
| 184 | South Africa | South Africa | -30.56 | 22.94 |
| 185 | Elliston, Eyre Peninsula | South Australia | -33.65 | 134.89 |
| 186 | Manhattan Beach, Los Angeles County | California | 33.88 | -118.41 |
| 187 | Fremantle | Western Australia | -32.05 | 115.76 |
| 188 | Manomet Point, Plymouth, Plymouth County | Massachusetts | 41.92 | -70.56 |
| 189 | Kelpids Beach, Wylie Bay, Esperance | Western Australia | -33.83 | 122.00 |
| 190 | Santa Barbara County | California | 34.42 | -119.70 |
| 191 | Santa Barbara County | California | 34.42 | -119.70 |
| 192 | Hilton Head Island, Beaufort County | South Carolina | 32.22 | -80.75 |
| 193 | Stewart Island | Southland | -47.00 | 167.84 |
| 194 | Lake Ponchartain off Southshore Harbor, New Or... | Louisiana | 30.04 | -90.02 |
| 195 | Montaña de Oro State Park, San Luis Obispo Cou... | California | 35.27 | -120.89 |
| 196 | Tathra | New South Wales | -36.74 | 149.97 |
| 197 | Kihei, Maui | Hawaii | 20.76 | -156.44 |
| 198 | Apalachicola Bay | Florida | 26.67 | -85.00 |
| 199 | North Kohala, Hawaii County | Hawaii | 19.54 | -155.67 |
| 200 | Rudder Reef | Queensland | -16.19 | 145.70 |
| 201 | Franklin Point, San Mateo County | California | 37.15 | -122.36 |
| 202 | Three Stripes near Cheynes Beach | Western Australia | -34.87 | 118.40 |
| 203 | Nerang River near Chevron Island | Queensland | -28.00 | 153.42 |
| 204 | Fort Lauderdale | Florida | 26.12 | -80.14 |
| 205 | Grand Bahamas | Bahamas | 26.66 | -78.52 |
| 206 | 3 to 4 miles west of Indian Pass, Gulf County | Florida | 29.69 | -85.26 |
| 207 | Die Platt | Western Cape Province | -33.23 | 21.86 |
| 208 | Pila'a Beach, Kauai | Hawaii | 22.21 | -159.37 |
| 209 | Kanaha Beach, Maui | Hawaii | 20.90 | -156.44 |
| 210 | Riecks Point, Campbells Beach | New South Wales | -30.24 | 153.15 |
| 211 | Ninole Bay, Hawaii County | Hawaii | 19.13 | -155.51 |
| 212 | Seagull Beach, Cancun | Quintana Roo | 21.16 | -86.85 |
| 213 | Muriwai | North Island | -36.82 | 174.43 |
| 214 | Pacific State Beach, San Mateo County | California | 37.60 | -122.50 |
| 215 | Pillar Point, Half-Moon Bay, San Mateo County | California | 37.50 | -122.48 |
| 216 | Off Poison Creek, Cape Arid | Western Australia | -33.90 | 123.35 |
| 217 | Albatros Point, near Jeffreys Bay | Eastern Cape Province | -34.05 | 24.91 |
| 218 | Cape Nelson | Victoria | -38.36 | 141.61 |
| 219 | Bunkers, Humboldt Bay, Eureka, Humboldt County | California | 40.72 | -124.24 |
| 220 | Kiholo Bay | Hawaii | 19.86 | -155.92 |
| 221 | Brisant Beach | Saint-Gilles | -21.05 | 55.23 |
| 222 | White Plains Beach, Oahu | Hawaii | 21.30 | -158.05 |
| 223 | Casino Beach, Pensacola, Escambia County | Florida | 30.33 | -87.14 |
| 224 | Folly Beach | South Carolina | 32.66 | -79.94 |
| 225 | Jacksonville, Duval County | Florida | 30.33 | -81.66 |
| 226 | Sanibel Island, Lee County | Florida | 26.44 | -82.11 |
| 227 | New Smyrna Beach, Volusia County | Florida | 29.03 | -80.93 |
| 228 | Gleneden Beach, Lincoln County | Oregon | 44.88 | -124.03 |
| 229 | Makena, Maui | Hawaii | 20.63 | -156.44 |
| 230 | Pillikin Red Light area | St. Catherine | 18.11 | -77.30 |
| 231 | Kona Coast State Park | Hawaii | 19.77 | -156.02 |
| 232 | Makena Landing, Maui | Hawaii | 20.65 | -156.44 |
| 233 | Boca de la Leña, La Unión | Guerrero | 17.97 | -101.99 |
| 234 | Kihei, Maui | Hawaii | 20.76 | -156.44 |
| 235 | Coral Bay | Western Australia | -23.14 | 113.77 |
| 236 | Cat Island | Bahamas | 24.21 | -75.36 |
| 237 | Spreckelsville, Maui | Hawaii | 20.91 | -156.41 |
| 238 | Off Catalina Island | California | 33.39 | -118.42 |
| 239 | Davidsons Surf Break, Kekaha, Kauai | Hawaii | 21.96 | -159.71 |
| 240 | Nobbys Beach | Queensland | -32.92 | 151.79 |
| 241 | Makena Landing, Maui | Hawaii | 20.65 | -156.44 |
| 242 | Trigg Beach | Western Australia | -31.88 | 115.75 |
| 243 | Eueiki Island | Vava'u | -18.77 | -174.02 |
| 244 | Jensen Beach, Martin County | Florida | 27.25 | -80.23 |
| 245 | Caves near Kogel Bay | Western Cape Province | -34.23 | 18.85 |
| 246 | Port St.Johns | Eastern Cape Province | -31.63 | 29.54 |
| 247 | Dolphin Bay, Innes National Park | South Australia | -35.19 | 136.87 |
| 248 | Off Wedge Island | Western Australia | -30.83 | 115.19 |
| 249 | Stratham Beach | Western Australia | -33.45 | 115.58 |
| 250 | Kylies Beach, Diamond Head | New South Wales | -31.81 | 152.74 |
| 251 | Saint-Leu | Saint-Paul | -21.17 | 55.29 |
| 252 | Leftovers near Chuns Reef, Oahu | Hawaii | 21.63 | -158.08 |
| 253 | Humboldt Bay, Eureka, Humboldt County | California | 40.72 | -124.24 |
| 254 | Surf Beach, Lompoc, Santa Barbara County | California | 34.68 | -120.61 |
| 255 | Iroquiois Point, Oahu | Hawaii | 21.33 | -157.98 |
| 256 | Redhead Beach, Newcastle | New South Wales | -33.02 | 151.71 |
| 257 | Lincoln City, Lincoln County | Oregon | 44.96 | -124.02 |
| 258 | Redhead Beach | New South Wales | -33.02 | 151.71 |
| 259 | Kalbarri | Western Australia | -27.71 | 114.16 |
| 260 | Strandfontein | Western Cape Province | -34.08 | 18.57 |
| 261 | Leffingwell Landing, Cambria, San Luis Obispo... | California | 35.58 | -121.12 |
| 262 | Cintza Beach, East London | Eastern Cape Province | -32.83 | 28.12 |
| 263 | Pigeon Point | California | 37.18 | -122.39 |
| 264 | Hula, near Port Moresby | Central Province | -9.44 | 147.18 |
| 265 | Busselton | Western Australia | -33.65 | 115.35 |
| 266 | Off Perforated Island near Coffin Bay | South Australia | -34.73 | 135.16 |
| 267 | Clovely Beach | Western Cape Province | -33.91 | 151.27 |
| 268 | Lookout Beach, near the Keurbooms river mouth ... | Western Cape Province | -34.05 | 23.38 |
| 269 | Newport, Lincoln County | Oregon | 44.64 | -124.05 |
| 270 | Rottnest Island | Western Australia | -32.01 | 115.51 |
| 271 | Marina State Beach, Monterey County | California | 36.69 | -121.81 |
| 272 | Pila'a Beach, Kauai | Hawaii | 22.21 | -159.37 |
| 273 | Lyman Beach, Kailua-Kona | Hawaii | 19.64 | -156.00 |
| 274 | Robberg Beach | Western Cape Province | -34.08 | 23.37 |
| 275 | Kendec | North Province | -20.67 | 164.25 |
| 276 | Bunker Bay | Western Australia | -33.54 | 115.04 |
| 277 | North Topsail Beach, Onslow County | North Carolina | 34.49 | -77.43 |
| 278 | Santa Maria Island, Manatee County | Florida | 27.50 | -82.71 |
| 279 | Between | Queensland | -20.92 | 142.70 |
| 280 | Crowdy Head | New South Wales | -31.84 | 152.73 |
| 281 | Gaviotas Beach, Cancun | Quintana Roo | 21.13 | -86.75 |
| 282 | Balian | Bali | -8.34 | 115.09 |
| 283 | Anse Lazio | Praslin | -4.29 | 55.70 |
| 284 | Riviera Beach, Palm Beach County | Florida | 26.78 | -80.06 |
| 285 | Angourie | New South Wales | -29.48 | 153.36 |
| 286 | Cowaramup Bay | Western Australia | -33.86 | 114.99 |
| 287 | Winchester Bay | Western Australia | -32.14 | 115.66 |
| 288 | Between Dyer Island and Pearly Beach | Western Australia | -32.18 | 115.67 |
| 289 | Turners Beach | Oregon | 43.68 | -124.17 |
| 290 | Pigeon Point, San Mateo County | California | 37.18 | -122.39 |
| 291 | Near oil rig Hondo, 5 nm from Gaviota, Santa B... | California | 34.68 | -120.61 |
| 292 | Surf Beach, Vandenberg AFB, Santa Barbara County | California | 34.47 | -120.21 |
| 293 | Fish Hoek | Western Cape Province | -34.13 | 18.42 |
| 294 | Mullaway Headland | New South Wales | -30.08 | 153.21 |
| 295 | Off Garden Island | Western Australia | -32.20 | 115.68 |
| 296 | Between Carnac and Garden Islands | Western Australia | -32.14 | 115.66 |
| 297 | Eight Mile Beach, Galveston | Texas | 29.30 | -94.80 |
df_shark.dtypes
Location object State object Latitude object Longitude object dtype: object
df_shark.isnull().sum()
Location 0 State 0 Latitude 0 Longitude 0 dtype: int64
df_shark.shape
(298, 4)
df_shark['Latitude'] = df_shark['Latitude'].astype(float)
df_shark['Longitude'] = df_shark['Longitude'].astype(float)
df_shark.dtypes
Location object State object Latitude float64 Longitude float64 dtype: object
import geopandas as gpd
pip install descartes
Requirement already satisfied: descartes in ./opt/anaconda3/lib/python3.8/site-packages (1.1.0) Requirement already satisfied: matplotlib in ./opt/anaconda3/lib/python3.8/site-packages (from descartes) (3.3.2) Requirement already satisfied: python-dateutil>=2.1 in ./opt/anaconda3/lib/python3.8/site-packages (from matplotlib->descartes) (2.8.1) Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.3 in ./opt/anaconda3/lib/python3.8/site-packages (from matplotlib->descartes) (2.4.7) Requirement already satisfied: numpy>=1.15 in ./opt/anaconda3/lib/python3.8/site-packages (from matplotlib->descartes) (1.18.5) Requirement already satisfied: certifi>=2020.06.20 in ./opt/anaconda3/lib/python3.8/site-packages (from matplotlib->descartes) (2020.6.20) Requirement already satisfied: pillow>=6.2.0 in ./opt/anaconda3/lib/python3.8/site-packages (from matplotlib->descartes) (7.2.0) Requirement already satisfied: kiwisolver>=1.0.1 in ./opt/anaconda3/lib/python3.8/site-packages (from matplotlib->descartes) (1.2.0) Requirement already satisfied: cycler>=0.10 in ./opt/anaconda3/lib/python3.8/site-packages (from matplotlib->descartes) (0.10.0) Requirement already satisfied: six in ./opt/anaconda3/lib/python3.8/site-packages (from cycler>=0.10->matplotlib->descartes) (1.15.0) Note: you may need to restart the kernel to use updated packages.
gdf = gpd.GeoDataFrame(
df_shark, geometry=gpd.points_from_xy(df_shark.Longitude,df_shark.Latitude))
gdf.isnull().sum()
Location 0 State 0 Latitude 0 Longitude 0 geometry 0 dtype: int64
gdf.dtypes
Location object State object Latitude float64 Longitude float64 geometry geometry dtype: object
shark_geo = gdf.merge(shark_df)
shark_geo
| Location | State | Latitude | Longitude | geometry | Activity | Country | Fatal | Species | Type | Year | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Coronado, San Diego County | California | 32.69 | -117.18 | POINT (-117.18310 32.68590) | Swimming | USA | N | White Shark | Unprovoked | 2020.00 |
| 1 | Pauanui Beach | North Island | -37.02 | 175.87 | POINT (175.86770 -37.01610) | Surfing | NEW ZEALAND | N | White Shark | Unprovoked | 2020.00 |
| 2 | Stanmore Bay, Auckland | North Island | -36.63 | 174.73 | POINT (174.72560 -36.62640) | Kayak fishing | NEW ZEALAND | N | White Shark | Provoked | 2020.00 |
| 3 | Sand Dollar Beach, Santa Cruz County | California | 35.92 | -121.47 | POINT (-121.46870 35.92320) | Surfing | USA | Y | White Shark | Unprovoked | 2020.00 |
| 4 | Salt Beach near Kingscliff | New South Wales | -28.28 | 153.58 | POINT (153.58040 -28.27770) | Surfing | AUSTRALIA | Y | White Shark | Unprovoked | 2020.00 |
| 5 | Cabarita Beach | New South Wales | -28.34 | 153.57 | POINT (153.57320 -28.34360) | Foil-boarding | AUSTRALIA | N | White Shark | Unprovoked | 2020.00 |
| 6 | Greenmount Beach, Coolangatta | Queensland | -28.16 | 153.55 | POINT (153.54760 -28.16400) | Surfing | AUSTRALIA | Y | White Shark | Unprovoked | 2020.00 |
| 7 | Forster | New South Wales | -32.18 | 152.51 | POINT (152.51170 -32.18060) | Fishing / Filming sharks feeding on whale carcass | AUSTRALIA | N | White Shark | Watercraft | 2020.00 |
| 8 | Shelly Beach, Port Macquarie | New South Wales | -33.37 | 151.49 | POINT (151.48590 -33.37000) | Surfing | AUSTRALIA | N | White Shark | Unprovoked | 2020.00 |
| 9 | Tenth Island | Tasmania | -40.94 | 146.98 | POINT (146.98490 -40.94230) | Sightseeing | AUSTRALIA | N | White Shark | Watercraft | 2020.00 |
| 10 | Bailey Island, Cumberland County | Maine | 43.74 | -69.99 | POINT (-69.99410 43.73670) | Swimming | USA | Y | White Shark | Unprovoked | 2020.00 |
| 11 | Wilsons Headland | New South Wales | -29.86 | 153.27 | POINT (153.27150 -29.85930) | Surfing | AUSTRALIA | Y | White Shark | Unprovoked | 2020.00 |
| 12 | Stanley | Tasmania | -40.76 | 145.30 | POINT (145.29600 -40.75970) | Fishing | AUSTRALIA | N | White Shark | Unprovoked | 2020.00 |
| 13 | Shelter Cove, Humboldt County | California | 40.03 | -124.07 | POINT (-124.07310 40.03040) | Kayak fishing | USA | N | White Shark | Unprovoked | 2020.00 |
| 14 | Orient Beach | Caribbean | 18.09 | -63.02 | POINT (-63.01970 18.08750) | Swimming | ST MARTIN | Y | Tiger Shark | Unprovoked | 2020.00 |
| 15 | Neuse River, Craven County | North Carolina | 35.13 | -76.50 | POINT (-76.50380 35.13130) | Treading water | USA | N | Bull Shark | Unprovoked | 2020.00 |
| 16 | Cocoa Beach, Brevard County | Florida | 28.32 | -80.61 | POINT (-80.60760 28.32000) | Surfing | USA | N | Bull Shark | Unprovoked | 2020.00 |
| 17 | Cocoa Beach, Brevard County | Florida | 28.32 | -80.61 | POINT (-80.60760 28.32000) | Walking | USA | N | Bull Shark | Unprovoked | 2018.00 |
| 18 | Lucinda | Queensland | -18.53 | 146.33 | POINT (146.33200 -18.53130) | Spearfishing | AUSTRALIA | N | Bull Shark | Unprovoked | 2020.00 |
| 19 | Honolua Bay | Hawaii | 21.01 | -156.64 | POINT (-156.63850 21.01390) | Surfing | USA | Y | Tiger Shark | Unprovoked | 2020.00 |
| 20 | Homestead, Miami-Dade County | Florida | 25.46 | -80.33 | POINT (-80.33500 25.46150) | Playing | USA | N | Bull Shark | Unprovoked | 2020.00 |
| 21 | Melbourne Beach, Brevard County | Florida | 28.08 | -80.56 | POINT (-80.56060 28.07890) | Wading | USA | N | Bull Shark | Unprovoked | 2020.00 |
| 22 | NoName Cay | Abaco Islands | 26.75 | -77.30 | POINT (-77.29650 26.74900) | Spearfishing | BAHAMAS | N | Bull Shark | Unprovoked | 2020.00 |
| 23 | Sombero Key Light, Monroe County | Florida | 24.63 | -81.11 | POINT (-81.10920 24.62870) | Snorkeling | USA | N | Bull Shark | Unprovoked | 2020.00 |
| 24 | Wailea | Maui | 20.68 | -156.44 | POINT (-156.44300 20.68280) | Stand-Up Paddle boarding | USA | N | Tiger Shark | Unprovoked | 2020.00 |
| 25 | Davidsons Beach, Kauai | Hawaii | 21.96 | -159.71 | POINT (-159.70890 21.96420) | Surfing | USA | N | Tiger Shark | Unprovoked | 2020.00 |
| 26 | Plateau de Ricaudy, Nouméa | South Province | -22.31 | 166.46 | POINT (166.45570 -22.31380) | Windsurfing | NEW CALEDONIA | Y | Tiger Shark | Unprovoked | 2020.00 |
| 27 | Cable Beach | Western Australia | -17.93 | 122.21 | POINT (122.20960 -17.93200) | Body boarding | AUSTRALIA | Y | Tiger Shark | Unprovoked | 2020.00 |
| 28 | St. Vincent Bay | South Province | -21.96 | 166.12 | POINT (166.12040 -21.96500) | Snorkeling | NEW CALEDONIA | N | Tiger Shark | Unprovoked | 2020.00 |
| 29 | Key Biscayne | Florida | 25.69 | -80.16 | POINT (-80.16280 25.69370) | Spearfishing | USA | N | Bull Shark | Unprovoked | 2019.00 |
| 30 | Sandspit Beach, Montaña de Oro State Park | California | 35.30 | -120.88 | POINT (-120.87500 35.30330) | Surfing | USA | N | White Shark | Unprovoked | 2019.00 |
| 31 | Lighthouse Beach | New South Wales | -31.48 | 152.93 | POINT (152.92980 -31.47890) | Surfing | AUSTRALIA | N | White Shark | Unprovoked | 2019.00 |
| 32 | Ship Rock near Catalina, Los Angeles County | California | 33.46 | -118.49 | POINT (-118.49170 33.46250) | Kayaking | USA | N | White Shark | Watercraft | 2019.00 |
| 33 | North Salmon Creek Beach, Sonoma County | California | 38.36 | -123.07 | POINT (-123.06820 38.35920) | Surfing | USA | N | White Shark | Unprovoked | 2019.00 |
| 34 | Pitt Island or Chatham Island | Chatham Islands | -44.29 | -176.23 | POINT (-176.22600 -44.28990) | Scuba diving | NEW ZEALAND | N | White Shark | Unprovoked | 2019.00 |
| 35 | Cove Park, Kihei, Maui | Hawaii | 20.73 | -156.45 | POINT (-156.44990 20.72730) | Stand-Up Paddleboarding | USA | N | Tiger Shark | Unprovoked | 2019.00 |
| 36 | Anaehoomalu Bay, Hawaii | Hawaii | 19.55 | -155.53 | POINT (-155.53350 19.54580) | Kayaking | USA | N | Tiger Shark | Unprovoked | 2019.00 |
| 37 | Beqa | Oceania | -18.38 | 178.12 | POINT (178.11940 -18.38280) | Scuba diving | FIJI | N | Tiger Shark | Unprovoked | 2019.00 |
| 38 | Off Airlie Beach, Whitsundays | Queensland | -20.27 | 148.72 | POINT (148.71560 -20.26780) | Snorkeling | AUSTRALIA | N | Tiger Shark | Unprovoked | 2019.00 |
| 39 | Shellharbour | New South Wales | -34.58 | 150.87 | POINT (150.86670 -34.58330) | Fishing | AUSTRALIA | N | White Shark | Provoked | 2019.00 |
| 40 | East London | Eastern Cape Province | -33.03 | 27.85 | POINT (27.85460 -33.02920) | Kayaking fishing | SOUTH AFRICA | N | White Shark | Watercraft | 2019.00 |
| 41 | L’Hermitage Lagoon | Saint-Gilles | -21.08 | 55.22 | POINT (55.22230 -21.07950) | Snorkeling | REUNION ISLAND | Y | Tiger Shark | Questionable | 2019.00 |
| 42 | Wilmington River, Chatham County | Georgia | 31.96 | -81.00 | POINT (-81.00440 31.95520) | Swimming | USA | N | Bull Shark | Unprovoked | 2019.00 |
| 43 | Samurai Beach | New South Wales | -32.77 | 152.12 | POINT (152.12420 -32.76780) | Body Surfing | AUSTRALIA | N | Bull Shark | Unprovoked | 2018.00 |
| 44 | Madoogali | Alifu Alifu Atoll | 4.10 | 72.75 | POINT (72.75290 4.09600) | Fishing | MALDIVES | N | Tiger Shark | Unprovoked | 2018.00 |
| 45 | Marsa Alam | Red Sea | 25.07 | 34.88 | POINT (34.87900 25.06760) | Snorkeling | EGYPT | Y | Tiger Shark | Unprovoked | 2018.00 |
| 46 | Surf Beach, Kiama | New South Wales | -34.68 | 150.85 | POINT (150.85420 -34.67690) | Walking | AUSTRALIA | N | Bull Shark | Unprovoked | 2018.00 |
| 47 | Martin Islet | New South Wales | -34.49 | 150.94 | POINT (150.93780 -34.49430) | Free diving | AUSTRALIA | N | White Shark | Unprovoked | 2018.00 |
| 48 | Little Congwong Beach, La Perouse | New South Wales | -33.99 | 151.24 | POINT (151.23840 -33.99160) | Swimming | AUSTRALIA | N | White Shark | Unprovoked | 2018.00 |
| 49 | Cone Bay | Western Australia | -16.47 | 123.54 | POINT (123.53530 -16.46830) | Spearfishing | AUSTRALIA | N | Bull Shark | Unprovoked | 2018.00 |
| 50 | Nouvelle | Oceania | -20.90 | 165.62 | POINT (165.61800 -20.90430) | Spearfishing | NEW CALEDONIA | N | Bull Shark | Unprovoked | 2018.00 |
| 51 | Bimini | Bahamas | 25.73 | -79.25 | POINT (-79.25000 25.73330) | Swimming | BAHAMAS | N | Bull Shark | Unprovoked | 2018.00 |
| 52 | Sai Noi Beach | Hua Hin | 12.57 | 99.96 | POINT (99.95770 12.56840) | Swimming | THAILAND | N | Bull Shark | Unprovoked | 2018.00 |
| 53 | La Ticla | Colima | 18.45 | -103.55 | POINT (-103.55410 18.45440) | Free diving | MEXICO | N | Tiger Shark | Provoked | 2018.00 |
| 54 | Newcomb Hollow Beach, Wellfleet, Barnstable Co... | Massachusetts | 41.96 | -70.00 | POINT (-69.99650 41.96320) | Boogie boarding | USA | Y | White Shark | Unprovoked | 2018.00 |
| 55 | South Point, Gracetown | Western Australia | -33.86 | 114.98 | POINT (114.97680 -33.86450) | Surfing | AUSTRALIA | N | White Shark | Unprovoked | 2018.00 |
| 56 | Longnook Beach, Truro, Barnstable County | Massachusetts | 42.02 | -70.04 | POINT (-70.03700 42.02090) | Swimming | USA | N | White Shark | Unprovoked | 2018.00 |
| 57 | Nirvana Beach | New Providence | 25.06 | -77.49 | POINT (-77.48840 25.06370) | Surfing | BAHAMAS | N | Tiger Shark | Unprovoked | 2018.00 |
| 58 | Beacons Beach, San Diego County | California | 33.07 | -117.30 | POINT (-117.30470 33.06520) | Diving | USA | N | White Shark | Unprovoked | 2018.00 |
| 59 | Moffat Beach | Queensland | -26.80 | 153.13 | POINT (153.13330 -26.80000) | Kayaking | AUSTRALIA | N | Tiger Shark | Watercraft | 2018.00 |
| 60 | Piedade Beach, Recife | Pernambuco | -8.17 | -34.92 | POINT (-34.91550 -8.17210) | Swimming | BRAZIL | Y | Tiger Shark | Unprovoked | 2018.00 |
| 61 | Baylys Beach | North Island | -35.95 | 173.75 | POINT (173.74690 -35.95170) | Surfing | NEW ZEALAND | N | White Shark | Unprovoked | 2018.00 |
| 62 | Manuelita | Cocos Island | 5.56 | -87.05 | POINT (-87.04770 5.56130) | Scuba diving | COSTA RICA | N | Tiger Shark | Unprovoked | 2018.00 |
| 63 | Pounders Beach, Oahu | Hawaii | 21.66 | -157.92 | POINT (-157.92040 21.66327) | Stand-Up Paddleboarding | USA | N | Tiger Shark | Unprovoked | 2018.00 |
| 64 | Oceanside, San Diego County | California | 33.20 | -117.38 | POINT (-117.37950 33.19590) | Paddling | USA | N | White Shark | Watercraft | 2018.00 |
| 65 | Kukio Beach | Hawaii | 19.82 | -156.00 | POINT (-156.00080 19.82310) | Stand-Up Paddleboarding | USA | N | Tiger Shark | Unprovoked | 2018.00 |
| 66 | Southeast of Puerto Peñasco | Sonora | 31.32 | -113.54 | POINT (-113.53800 31.31720) | Diving | MEXICO | Y | Tiger Shark | Unprovoked | 2018.00 |
| 67 | St. Francis Bay | Eastern Cape Province | -34.16 | 24.82 | POINT (24.82410 -34.16050) | Surfing | SOUTH AFRICA | N | White Shark | Unprovoked | 2018.00 |
| 68 | Robberg Beach, Plettenberg Bay | Western Cape Province | -34.08 | 23.37 | POINT (23.37220 -34.07600) | Surf-skiing | SOUTH AFRICA | N | White Shark | Unprovoked | 2018.00 |
| 69 | Robberg Beach, Plettenberg Bay | Western Cape Province | -34.08 | 23.37 | POINT (23.37220 -34.07600) | Surf-skiing | SOUTH AFRICA | N | White Shark | Unprovoked | 2016.00 |
| 70 | Robberg Beach, Plettenberg Bay | Western Cape Province | -34.08 | 23.37 | POINT (23.37220 -34.07580) | Surf-skiing | SOUTH AFRICA | N | White Shark | Unprovoked | 2018.00 |
| 71 | Robberg Beach, Plettenberg Bay | Western Cape Province | -34.08 | 23.37 | POINT (23.37220 -34.07580) | Surf-skiing | SOUTH AFRICA | N | White Shark | Unprovoked | 2016.00 |
| 72 | Tinley Manor | KwaZulu-Natal | -29.45 | 31.28 | POINT (31.28330 -29.45000) | Fishing | SOUTH AFRICA | N | White Shark | Unprovoked | 2018.00 |
| 73 | Humboldt County | California | 40.74 | -124.08 | POINT (-124.07840 40.74500) | Fishing | USA | N | White Shark | Watercraft | 2018.00 |
| 74 | Point Casuarina, Bunbury | Western Australia | -33.32 | 115.63 | POINT (115.63330 -33.31660) | Body boarding | AUSTRALIA | N | White Shark | Unprovoked | 2017.00 |
| 75 | Athol Island | New Providence | 25.08 | -77.27 | POINT (-77.27180 25.07830) | Snorkeling | BAHAMAS | N | Tiger Shark | Unprovoked | 2017.00 |
| 76 | Sánchez Magallanes, Cárdenas | Tabasco | 18.30 | -93.86 | POINT (-93.86170 18.29530) | Fishing | MEXICO | N | Tiger Shark | Provoked | 2017.00 |
| 77 | Davidsons Beach, Kekaha, Kauai | Hawaii | 21.96 | -159.71 | POINT (-159.70890 21.96420) | Surfing | USA | N | Tiger Shark | Unprovoked | 2017.00 |
| 78 | Guardalavaca Beach | Holquin Province | 21.12 | -75.84 | POINT (-75.83870 21.12210) | Night bathing | CUBA | Y | Tiger Shark | Unprovoked | 2017.00 |
| 79 | Cathedral Rock | Victoria | -37.47 | 144.79 | POINT (144.78520 -37.47130) | Surfing | AUSTRALIA | N | White Shark | Unprovoked | 2017.00 |
| 80 | Between Pescadero Point & Bean Hollow Beach, S... | California | 37.24 | -122.42 | POINT (-122.41780 37.23960) | Fishing | USA | N | White Shark | Watercraft | 2017.00 |
| 81 | South Beach, Westport, Grays Harbor County | Washington | 46.89 | -124.13 | POINT (-124.13120 46.89380) | Surfing | USA | N | White Shark | Unprovoked | 2017.00 |
| 82 | Nahoon Reef, East London | Eastern Cape Province | -33.00 | 27.95 | POINT (27.95140 -32.99580) | Surfing | SOUTH AFRICA | N | White Shark | Unprovoked | 2017.00 |
| 83 | Seal Rock, Goleta Beach, Santa Barbara | California | 34.90 | -120.67 | POINT (-120.67320 34.89970) | SUP | USA | N | White Shark | Unprovoked | 2017.00 |
| 84 | Monterey Bay | California | 36.80 | -121.95 | POINT (-121.94730 36.80070) | Kayaking | USA | N | White Shark | Watercraft | 2017.00 |
| 85 | Kelpies near Wylie Bay | Western Australia | -33.83 | 122.00 | POINT (121.99710 -33.83250) | Surfing | AUSTRALIA | Y | White Shark | Unprovoked | 2017.00 |
| 86 | Santa Cruz, Santa Cruz County | California | 36.97 | -122.03 | POINT (-122.03080 36.97410) | Kayaking | USA | N | White Shark | Watercraft | 2017.00 |
| 87 | Kekaha Beach, Kauai | Hawaii | 21.97 | -159.73 | POINT (-159.73040 21.97170) | Surfing | USA | N | Tiger Shark | Unprovoked | 2017.00 |
| 88 | Marconi Beach, Wellfleet, Barnstable County | Massachusetts | 41.89 | -69.96 | POINT (-69.96110 41.89180) | SUP | USA | N | White Shark | Unprovoked | 2017.00 |
| 89 | Eastmoor Crescent Beach | KwaZulu-Natal | -29.88 | 31.05 | POINT (31.04990 -29.88330) | Fishing | SOUTH AFRICA | N | Tiger Shark | Watercraft | 2017.00 |
| 90 | Hultins Beach, Oahu | Hawaii | 21.44 | -158.00 | POINT (-158.00010 21.43890) | Surfing | USA | N | Tiger Shark | Unprovoked | 2017.00 |
| 91 | Haulover Beach, Miami-Dade County | Florida | 25.91 | -80.12 | POINT (-80.12350 25.91140) | Swimming | USA | N | Bull Shark | Unprovoked | 2017.00 |
| 92 | Stillwater Cove, Monterey County | California | 36.56 | -121.94 | POINT (-121.94230 36.56390) | Spearfishing | USA | N | White Shark | Unprovoked | 2017.00 |
| 93 | Normanville | South Australia | -35.45 | 138.32 | POINT (138.32160 -35.44640) | Kayaking / Fishing | AUSTRALIA | N | White Shark | Unprovoked | 2017.00 |
| 94 | Iluka Beach | New South Wales | -29.41 | 153.36 | POINT (153.36470 -29.41200) | Surfing | AUSTRALIA | N | White Shark | Unprovoked | 2017.00 |
| 95 | Off Jupiter | Florida | 26.93 | -80.09 | POINT (-80.09420 26.93420) | Feeding sharks | USA | N | Tiger Shark | Unprovoked | 2017.00 |
| 96 | Stearns Wharf, Santa Barbara | California | 34.41 | -119.69 | POINT (-119.68560 34.41000) | Kayaking | USA | N | White Shark | Watercraft | 2017.00 |
| 97 | Gracetown | Western Australia | -33.86 | 114.99 | POINT (114.98820 -33.86420) | Surfing | AUSTRALIA | N | White Shark | Unprovoked | 2017.00 |
| 98 | Balian Beach | Bali | -8.50 | 114.97 | POINT (114.96560 -8.50310) | Surfing | INDONESIA | N | Bull Shark | Unprovoked | 2017.00 |
| 99 | Mauds Point | Western Australia | -23.12 | 113.76 | POINT (113.76150 -23.12060) | Snorkeling | AUSTRALIA | N | Bull Shark | Unprovoked | 2017.00 |
| 100 | Destin, Okaloosa County | Florida | 30.39 | -86.50 | POINT (-86.49580 30.39350) | Swimming | USA | N | Bull Shark | Unprovoked | 2017.00 |
| 101 | Burkes Beach, Hilton Head, Beaufort County | South Carolina | 32.19 | -80.70 | POINT (-80.69770 32.19410) | Swimming | USA | N | Bull Shark | Unprovoked | 2017.00 |
| 102 | Boot Reef, Torres Strait | Queensland | -10.00 | 144.67 | POINT (144.66670 -10.00000) | Scuba Diving | AUSTRALIA | N | Bull Shark | Unprovoked | 2017.00 |
| 103 | Maui | Hawaii | 20.80 | -156.33 | POINT (-156.33190 20.79840) | SUP Foil boarding | USA | N | Tiger Shark | Unprovoked | 2016.00 |
| 104 | Capitola, Santa Cruz County | California | 36.98 | -121.95 | POINT (-121.95330 36.97520) | Fishing | USA | N | White Shark | Watercraft | 2016.00 |
| 105 | Falcon Beach, Mandurah | Western Australia | -32.58 | 115.65 | POINT (115.65240 -32.58010) | Surfing | AUSTRALIA | Y | White Shark | Unprovoked | 2016.00 |
| 106 | Off Palos Verdes peninsula, Los Angeles County | California | 33.77 | -118.35 | POINT (-118.34920 33.76840) | Fishing | USA | N | White Shark | Watercraft | 2016.00 |
| 107 | Refugio State Beach, Santa Barbara County | California | 34.46 | -120.07 | POINT (-120.07010 34.46320) | Spearfishing | USA | N | White Shark | Unprovoked | 2016.00 |
| 108 | Surfside, Orange County | California | 33.73 | -118.08 | POINT (-118.08190 33.72710) | Kite surfing | USA | N | White Shark | Unprovoked | 2016.00 |
| 109 | Near Albany | Western Australia | -35.03 | 117.88 | POINT (117.88370 -35.02690) | Free diving | AUSTRALIA | N | White Shark | Watercraft | 2016.00 |
| 110 | Lighthouse Beach, Ballina | New South Wales | -28.87 | 153.59 | POINT (153.58990 -28.87260) | Surfing | AUSTRALIA | N | White Shark | Unprovoked | 2016.00 |
| 111 | Ryspunt | Western Cape Province | -34.36 | 20.19 | POINT (20.19450 -34.36330) | Spearfishing | SOUTH AFRICA | N | White Shark | Unprovoked | 2016.00 |
| 112 | Makaha, Oahu | Hawaii | 21.46 | -158.22 | POINT (-158.22060 21.46340) | Swimming | USA | N | Tiger Shark | Unprovoked | 2016.00 |
| 113 | Off Singer Island, Palm Beach County | Florida | 26.79 | -80.04 | POINT (-80.03750 26.78510) | Spearfishing | USA | N | Bull Shark | Unprovoked | 2016.00 |
| 114 | Balian | Bali | -8.50 | 114.97 | POINT (114.96560 -8.50310) | Surfing | INDONESIA | N | Bull Shark | Unprovoked | 2016.00 |
| 115 | Balian | Bali | -8.50 | 114.97 | POINT (114.96560 -8.50310) | Surfing | INDONESIA | N | Bull Shark | Unprovoked | 2011.00 |
| 116 | Balian | Bali | -8.34 | 115.09 | POINT (115.09200 -8.34050) | Surfing | INDONESIA | N | Bull Shark | Unprovoked | 2016.00 |
| 117 | Balian | Bali | -8.34 | 115.09 | POINT (115.09200 -8.34050) | Surfing | INDONESIA | N | Bull Shark | Unprovoked | 2011.00 |
| 118 | Kamaole Beach Park I, Maui | Hawaii | 20.72 | -156.45 | POINT (-156.44790 20.72220) | Floating | USA | N | Tiger Shark | Unprovoked | 2016.00 |
| 119 | 8 miles off Mobile | Alabama | 30.70 | -88.04 | POINT (-88.03990 30.69540) | Fishing | USA | N | Tiger Shark | Watercraft | 2016.00 |
| 120 | Poe Beach | Grand Terre | -21.61 | 165.40 | POINT (165.40100 -21.61210) | Walking | NEW CALEDONIA | Y | Tiger Shark | Unprovoked | 2016.00 |
| 121 | Green Turtle Cay | Abaco Islands | 26.77 | -77.33 | POINT (-77.32960 26.77470) | Spearfishing | BAHAMAS | N | Bull Shark | Unprovoked | 2016.00 |
| 122 | Boucan Canot | Saint-Paul | -21.03 | 55.23 | POINT (55.22730 -21.03160) | Surfing | REUNION | N | Bull Shark | Unprovoked | 2016.00 |
| 123 | New Smyrna Beach, Volusia County | Florida | 29.03 | -80.93 | POINT (-80.92700 29.02580) | Surfing | USA | N | Bull Shark | Unprovoked | 2016.00 |
| 124 | New Smyrna Beach, Volusia County | Florida | 29.03 | -80.93 | POINT (-80.92700 29.02580) | Surfing | USA | N | Bull Shark | Unprovoked | 2013.00 |
| 125 | New Smyrna Beach, Volusia County | Florida | 29.03 | -80.93 | POINT (-80.92700 29.02580) | Surfing | USA | N | Bull Shark | Unprovoked | 2016.00 |
| 126 | New Smyrna Beach, Volusia County | Florida | 29.03 | -80.93 | POINT (-80.92700 29.02580) | Surfing | USA | N | Bull Shark | Unprovoked | 2013.00 |
| 127 | St. Petersburg, Pinellas County | Florida | 27.77 | -82.64 | POINT (-82.64030 27.76760) | Swimming | USA | N | Bull Shark | Unprovoked | 2016.00 |
| 128 | Off Surfside | Texas | 28.95 | -95.29 | POINT (-95.28750 28.95170) | Spearfishing | USA | N | Bull Shark | Unprovoked | 2016.00 |
| 129 | Keurbooms Lagoon, Plettenberg Bay | Western Cape Province | -34.04 | 23.38 | POINT (23.37820 -34.03800) | Surf skiing | SOUTH AFRICA | N | White Shark | Unprovoked | 2016.00 |
| 130 | Booti Booti National Park | New South Wales | -32.31 | 152.52 | POINT (152.51790 -32.31270) | Surfing | AUSTRALIA | N | White Shark | Unprovoked | 2016.00 |
| 131 | Guadalupe Island | Baja California | 29.05 | -118.28 | POINT (-118.27610 29.05250) | Cage Diving | MEXICO | N | White Shark | Invalid | 2016.00 |
| 132 | Wailea Beach, Maui | Hawaii | 20.68 | -156.44 | POINT (-156.44300 20.68280) | Paddle boarding | USA | N | Tiger Shark | Unprovoked | 2016.00 |
| 133 | Stil Bay | Western Cape Province | -34.36 | 21.43 | POINT (21.43360 -34.36420) | Surfing | SOUTH AFRICA | N | White Shark | Unprovoked | 2015.00 |
| 134 | Fernano de Noronha | Pernambuco | -3.86 | -32.43 | POINT (-32.42970 -3.85760) | Scuba diving | BRAZIL | N | Tiger Shark | Unprovoked | 2015.00 |
| 135 | Saint-Leu | Saint-Paul | -21.17 | 55.29 | POINT (55.28790 -21.17480) | Surfing | REUNION | N | Bull Shark | Unprovoked | 2015.00 |
| 136 | Saint-Leu | Saint-Paul | -21.17 | 55.29 | POINT (55.28790 -21.17480) | Surfing | REUNION | N | Bull Shark | Unprovoked | 2012.00 |
| 137 | Saint-Leu | Saint-Paul | -21.17 | 55.29 | POINT (55.28790 -21.17480) | Surfing | REUNION | N | Bull Shark | Unprovoked | 2015.00 |
| 138 | Saint-Leu | Saint-Paul | -21.17 | 55.29 | POINT (55.28790 -21.17480) | Surfing | REUNION | N | Bull Shark | Unprovoked | 2012.00 |
| 139 | Nerang River, Surfers Paradise | Queensland | -28.00 | 153.43 | POINT (153.42960 -28.00070) | Rowing | AUSTRALIA | N | Bull Shark | Watercraft | 2015.00 |
| 140 | East Ballina | New South Wales | -28.85 | 153.59 | POINT (153.58650 -28.85370) | Body boarding | AUSTRALIA | N | White Shark | Unprovoked | 2015.00 |
| 141 | East Ballina | New South Wales | -28.85 | 153.59 | POINT (153.58650 -28.85370) | Surfing | AUSTRALIA | N | Bull Shark | Unprovoked | 2015.00 |
| 142 | East Ballina | New South Wales | -28.85 | 153.59 | POINT (153.58650 -28.85370) | Body boarding | AUSTRALIA | N | White Shark | Unprovoked | 2015.00 |
| 143 | East Ballina | New South Wales | -28.85 | 153.59 | POINT (153.58650 -28.85370) | Surfing | AUSTRALIA | N | Bull Shark | Unprovoked | 2015.00 |
| 144 | Off Andros Island | Bahamas | 24.71 | -78.02 | POINT (-78.01950 24.70640) | Lobster fishing | BAHAMAS | N | Bull Shark | Unprovoked | 2015.00 |
| 145 | Oak Island, Brunswick County | North Carolina | 33.92 | -78.16 | POINT (-78.16080 33.92040) | Wading | USA | N | Bull Shark | Unprovoked | 2015.00 |
| 146 | Oak Island, Brunswick County | North Carolina | 33.92 | -78.16 | POINT (-78.16080 33.92040) | Wading | USA | N | Bull Shark | Unprovoked | 2015.00 |
| 147 | Oak Island, Brunswick County | North Carolina | 33.92 | -78.16 | POINT (-78.16080 33.92040) | Wading | USA | N | Bull Shark | Unprovoked | 2015.00 |
| 148 | Oak Island, Brunswick County | North Carolina | 33.92 | -78.16 | POINT (-78.16080 33.92040) | Wading | USA | N | Bull Shark | Unprovoked | 2015.00 |
| 149 | Lori Wilson Park, Cocoa Beach, Brevard County | Florida | 28.34 | -80.61 | POINT (-80.60950 28.33710) | Playing | USA | N | Bull Shark | Unprovoked | 2015.00 |
| 150 | Folette | Le Port | -20.94 | 55.30 | POINT (55.30330 -20.94440) | Surfing | REUNION | N | Bull Shark | Unprovoked | 2015.00 |
| 151 | Kouare | Oceania | -20.90 | 165.62 | POINT (165.61800 -20.90430) | Snorkeling | NEW CALEDONIA | Y | Bull Shark | Unprovoked | 2015.00 |
| 152 | Hapuna Beach | Hawaii | 19.99 | -155.83 | POINT (-155.82570 19.99230) | Standing / Snorkeling | USA | N | Tiger Shark | Unprovoked | 2015.00 |
| 153 | Cap Homard | Saint-Gilles-les-Bains | -21.04 | 55.22 | POINT (55.21710 -21.03680) | Surfing | REUNION | Y | Bull Shark | Unprovoked | 2015.00 |
| 154 | 3 miles off Jupiter, Palm Beach County | Florida | 26.93 | -80.09 | POINT (-80.09420 26.93420) | Spearfishing | USA | N | Bull Shark | Unprovoked | 2015.00 |
| 155 | Westbrook Beach | KwaZulu-Natal | -29.59 | 31.17 | POINT (31.17130 -29.59120) | Fishing | SOUTH AFRICA | N | White Shark | Watercraft | 2015.00 |
| 156 | Morro Strand State Beach, San Luis Obispo County | California | 35.39 | -120.87 | POINT (-120.86640 35.39180) | Surfing | USA | N | White Shark | Unprovoked | 2015.00 |
| 157 | Ravine Mula | d’Étang-Salé | -21.25 | 55.37 | POINT (55.36970 -21.24980) | Swimming | REUNION | Y | Tiger Shark | Unprovoked | 2015.00 |
| 158 | Fiji | Oceania | -17.71 | 178.06 | POINT (178.06500 -17.71340) | Spearfishing | FIJI | N | Tiger Shark | Unprovoked | 2015.00 |
| 159 | Rodanthe, Dare County | North Carolina | 35.60 | -75.47 | POINT (-75.46560 35.60040) | Swimming | USA | N | Bull Shark | Unprovoked | 2015.00 |
| 160 | Leftovers, Oahu | Hawaii | 21.44 | -158.00 | POINT (-158.00010 21.43890) | Surfing | USA | N | Tiger Shark | Unprovoked | 2015.00 |
| 161 | Lanikai Beach, Kailua, Oahu | Hawaii | 21.39 | -157.72 | POINT (-157.71510 21.39250) | Swimming | USA | N | Tiger Shark | Unprovoked | 2015.00 |
| 162 | Hallidays Point | New South Wales | -32.07 | 152.51 | POINT (152.51500 -32.06840) | Surf-skiing | AUSTRALIA | N | White Shark | Unprovoked | 2015.00 |
| 163 | Upolu Point, North Kohala, Big Island | Hawaii | 20.27 | -155.85 | POINT (-155.85450 20.26900) | Spearfishing | USA | N | Tiger Shark | Unprovoked | 2015.00 |
| 164 | Lake Macquarie | New South Wales | -33.03 | 151.56 | POINT (151.56030 -33.03110) | Fishing | AUSTRALIA | N | White Shark | Watercraft | 2015.00 |
| 165 | El Pescador Beach, Los Angeles County | California | 34.04 | -118.89 | POINT (-118.89210 34.04040) | Stand-Up Paddleboarding | USA | N | White Shark | Unprovoked | 2015.00 |
| 166 | Denmark | Western Australia | -34.96 | 117.35 | POINT (117.35070 -34.96180) | Surfing | AUSTRALIA | N | White Shark | Invalid | 2015.00 |
| 167 | Horseshoe Rock, Santa Barbara County | California | 34.42 | -119.70 | POINT (-119.69820 34.42080) | Kayak fishing | USA | N | White Shark | Watercraft | 2015.00 |
| 168 | Saltwater Beach | New South Wales | -32.01 | 152.56 | POINT (152.56290 -32.01080) | Surfing | AUSTRALIA | N | White Shark | Unprovoked | 2015.00 |
| 169 | Lookout Beach, Plettenberg Bay | Western Cape Province | -34.05 | 23.38 | POINT (23.37760 -34.05060) | Surfing | SOUTH AFRICA | N | White Shark | Unprovoked | 2015.00 |
| 170 | Buffels Bay near Knysna | Western Cape Province | -34.08 | 22.97 | POINT (22.97310 -34.08330) | Body Boarding | SOUTH AFRICA | N | White Shark | Unprovoked | 2015.00 |
| 171 | Belongil Beach, Byron Bay | New South Wales | -28.63 | 153.60 | POINT (153.60030 -28.63370) | Surf skiing | AUSTRALIA | N | White Shark | Unprovoked | 2015.00 |
| 172 | Yellow Sands Point | Eastern Cape Province | -32.91 | 28.08 | POINT (28.07980 -32.90970) | Kayak Fishing | SOUTH AFRICA | N | White Shark | Watercraft | 2015.00 |
| 173 | Atlantic Ocean | Atlantic Ocean | 14.26 | -43.45 | POINT (-43.44982 14.25760) | Transatlantic Rowing | ATLANTIC OCEAN | N | White Shark | Watercraft | 2015.00 |
| 174 | Off Panama City | Florida | 30.16 | -85.66 | POINT (-85.66020 30.15880) | Fishing | USA | N | White Shark | Watercraft | 2015.00 |
| 175 | Fishery Bay | South Australia | -34.91 | 135.69 | POINT (135.68610 -34.91420) | Surfing | AUSTRALIA | N | White Shark | Unprovoked | 2015.00 |
| 176 | Lennox Head | New South Wales | -28.80 | 153.58 | POINT (153.58330 -28.80000) | Surfing | AUSTRALIA | N | White Shark | Unprovoked | 2015.00 |
| 177 | Huntington Beach, Orange County | California | 33.66 | -118.00 | POINT (-117.99880 33.65950) | Surfing | USA | N | White Shark | Unprovoked | 2015.00 |
| 178 | Jeffreys Bay | Eastern Cape Province | -34.05 | 24.91 | POINT (24.91020 -34.05070) | Surfing | SOUTH AFRICA | N | White Shark | Unprovoked | 2015.00 |
| 179 | Lachan Island, Mercury Passage | Tasmania | -42.38 | 147.58 | POINT (147.58120 -42.38240) | Scallop diving on hookah | AUSTRALIA | Y | White Shark | Unprovoked | 2015.00 |
| 180 | Evans Head | New South Wales | -29.11 | 153.42 | POINT (153.42170 -29.10860) | Surfing | AUSTRALIA | N | White Shark | Unprovoked | 2015.00 |
| 181 | Santa Barbara County | California | 34.42 | -119.70 | POINT (-119.69820 34.42080) | Kayak Fishing | USA | N | White Shark | Watercraft | 2015.00 |
| 182 | Santa Barbara County | California | 34.42 | -119.70 | POINT (-119.69820 34.42080) | Kayaking | USA | N | White Shark | Watercraft | 2014.00 |
| 183 | Santa Barbara County | California | 34.42 | -119.70 | POINT (-119.69820 34.42080) | Kayaking | USA | N | White Shark | Watercraft | 2014.00 |
| 184 | Santa Barbara County | California | 34.42 | -119.70 | POINT (-119.69820 34.42080) | Kayak Fishing | USA | N | White Shark | Watercraft | 2015.00 |
| 185 | Santa Barbara County | California | 34.42 | -119.70 | POINT (-119.69820 34.42080) | Kayaking | USA | N | White Shark | Watercraft | 2014.00 |
| 186 | Santa Barbara County | California | 34.42 | -119.70 | POINT (-119.69820 34.42080) | Kayaking | USA | N | White Shark | Watercraft | 2014.00 |
| 187 | Santa Barbara County | California | 34.42 | -119.70 | POINT (-119.69820 34.42080) | Kayak Fishing | USA | N | White Shark | Watercraft | 2015.00 |
| 188 | Santa Barbara County | California | 34.42 | -119.70 | POINT (-119.69820 34.42080) | Kayaking | USA | N | White Shark | Watercraft | 2014.00 |
| 189 | Santa Barbara County | California | 34.42 | -119.70 | POINT (-119.69820 34.42080) | Kayaking | USA | N | White Shark | Watercraft | 2014.00 |
| 190 | Morro Bay, San Luis Obispo County | California | 35.37 | -120.85 | POINT (-120.85000 35.36590) | Surfing | USA | N | White Shark | Unprovoked | 2015.00 |
| 191 | Muizenberg | Western Cape Province | -34.09 | 18.50 | POINT (18.49590 -34.08990) | Surfing | SOUTH AFRICA | N | White Shark | Unprovoked | 2014.00 |
| 192 | Katrina Cut, Dauphin Island, Mobile County | Alabama | 30.26 | -88.08 | POINT (-88.08490 30.25550) | Fishing | USA | N | Bull Shark | Unprovoked | 2014.00 |
| 193 | South Africa | South Africa | -30.56 | 22.94 | POINT (22.93750 -30.55950) | Shark watching | SOUTH AFRICA | N | White Shark | Watercraft | 2014.00 |
| 194 | Elliston, Eyre Peninsula | South Australia | -33.65 | 134.89 | POINT (134.88860 -33.64520) | Surfing | AUSTRALIA | N | White Shark | Unprovoked | 2014.00 |
| 195 | Manhattan Beach, Los Angeles County | California | 33.88 | -118.41 | POINT (-118.41090 33.88470) | Swimming | USA | N | White Shark | Provoked | 2014.00 |
| 196 | Fremantle | Western Australia | -32.05 | 115.76 | POINT (115.75800 -32.05340) | Fishing | AUSTRALIA | N | White Shark | Watercraft | 2014.00 |
| 197 | Manomet Point, Plymouth, Plymouth County | Massachusetts | 41.92 | -70.56 | POINT (-70.56210 41.91610) | Kayaking | USA | N | White Shark | Watercraft | 2014.00 |
| 198 | Kelpids Beach, Wylie Bay, Esperance | Western Australia | -33.83 | 122.00 | POINT (121.99710 -33.83250) | Surfing | AUSTRALIA | N | White Shark | Unprovoked | 2014.00 |
| 199 | Hilton Head Island, Beaufort County | South Carolina | 32.22 | -80.75 | POINT (-80.75260 32.21630) | Standing in inner tube | USA | N | Bull Shark | Unprovoked | 2014.00 |
| 200 | Stewart Island | Southland | -47.00 | 167.84 | POINT (167.84000 -47.00000) | Filming a documentary | NEW ZEALAND | N | White Shark | Watercraft | 2014.00 |
| 201 | Lake Ponchartain off Southshore Harbor, New Or... | Louisiana | 30.04 | -90.02 | POINT (-90.01560 30.03810) | Swimming | USA | N | Bull Shark | Unprovoked | 2014.00 |
| 202 | Montaña de Oro State Park, San Luis Obispo Cou... | California | 35.27 | -120.89 | POINT (-120.88680 35.27230) | Surfing | USA | N | White Shark | Unprovoked | 2014.00 |
| 203 | Tathra | New South Wales | -36.74 | 149.97 | POINT (149.96740 -36.73600) | Swimming | AUSTRALIA | Y | White Shark | Unprovoked | 2014.00 |
| 204 | Kihei, Maui | Hawaii | 20.76 | -156.44 | POINT (-156.44500 20.76440) | Stand-Up Paddleboarding | USA | N | Tiger Shark | Unprovoked | 2014.00 |
| 205 | Kihei, Maui | Hawaii | 20.76 | -156.44 | POINT (-156.44500 20.76440) | Snorkeling | USA | N | Tiger Shark | Unprovoked | 2012.00 |
| 206 | Kihei, Maui | Hawaii | 20.76 | -156.44 | POINT (-156.44500 20.76440) | Stand-Up Paddleboarding | USA | N | Tiger Shark | Unprovoked | 2014.00 |
| 207 | Kihei, Maui | Hawaii | 20.76 | -156.44 | POINT (-156.44500 20.76440) | Snorkeling | USA | N | Tiger Shark | Unprovoked | 2012.00 |
| 208 | Apalachicola Bay | Florida | 26.67 | -85.00 | POINT (-85.00260 26.67180) | Fishing for sharks | USA | N | Bull Shark | Provoked | 2014.00 |
| 209 | North Kohala, Hawaii County | Hawaii | 19.54 | -155.67 | POINT (-155.66590 19.54290) | Surfing | USA | N | Tiger Shark | Unprovoked | 2014.00 |
| 210 | Rudder Reef | Queensland | -16.19 | 145.70 | POINT (145.69900 -16.19420) | Spearfishing | AUSTRALIA | Y | Tiger Shark | Unprovoked | 2014.00 |
| 211 | Franklin Point, San Mateo County | California | 37.15 | -122.36 | POINT (-122.36050 37.14970) | Boat attack | USA | N | White Shark | Watercraft | 2014.00 |
| 212 | Three Stripes near Cheynes Beach | Western Australia | -34.87 | 118.40 | POINT (118.39630 -34.87410) | Spearfishing | AUSTRALIA | Y | White Shark | Unprovoked | 2014.00 |
| 213 | Nerang River near Chevron Island | Queensland | -28.00 | 153.42 | POINT (153.41980 -27.99730) | Fell into the water | AUSTRALIA | N | Bull Shark | Unprovoked | 2014.00 |
| 214 | Fort Lauderdale | Florida | 26.12 | -80.14 | POINT (-80.13730 26.12240) | Swimming | USA | N | Bull Shark | Unprovoked | 2014.00 |
| 215 | Grand Bahamas | Bahamas | 26.66 | -78.52 | POINT (-78.52070 26.65940) | Spearfishing | BAHAMAS | N | Bull Shark | Unprovoked | 2014.00 |
| 216 | 3 to 4 miles west of Indian Pass, Gulf County | Florida | 29.69 | -85.26 | POINT (-85.26440 29.69050) | Standing | USA | N | Bull Shark | Unprovoked | 2014.00 |
| 217 | Die Platt | Western Cape Province | -33.23 | 21.86 | POINT (21.85690 -33.22780) | Surfing | SOUTH AFRICA | N | White Shark | Unprovoked | 2013.00 |
| 218 | Pila'a Beach, Kauai | Hawaii | 22.21 | -159.37 | POINT (-159.36870 22.21020) | Surfing | USA | N | Tiger Shark | Unprovoked | 2013.00 |
| 219 | Pila'a Beach, Kauai | Hawaii | 22.21 | -159.37 | POINT (-159.36870 22.21020) | Surfing | USA | N | Tiger Shark | Unprovoked | 2013.00 |
| 220 | Kanaha Beach, Maui | Hawaii | 20.90 | -156.44 | POINT (-156.44060 20.89970) | Kiteboarding | USA | N | Tiger Shark | Unprovoked | 2013.00 |
| 221 | Riecks Point, Campbells Beach | New South Wales | -30.24 | 153.15 | POINT (153.15220 -30.23790) | Body boarding | AUSTRALIA | Y | Tiger Shark | Unprovoked | 2013.00 |
| 222 | Ninole Bay, Hawaii County | Hawaii | 19.13 | -155.51 | POINT (-155.50940 19.12830) | Boogie boarding | USA | N | Tiger Shark | Unprovoked | 2013.00 |
| 223 | Seagull Beach, Cancun | Quintana Roo | 21.16 | -86.85 | POINT (-86.85150 21.16190) | Swimming | MEXICO | N | Tiger Shark | Unprovoked | 2013.00 |
| 224 | Muriwai | North Island | -36.82 | 174.43 | POINT (174.43390 -36.82460) | Swimming | NEW ZEALAND | Y | White Shark | Unprovoked | 2013.00 |
| 225 | Pillar Point, Half-Moon Bay, San Mateo County | California | 37.50 | -122.48 | POINT (-122.48260 37.50430) | Surfing | USA | N | White Shark | Unprovoked | 2013.00 |
| 226 | Off Poison Creek, Cape Arid | Western Australia | -33.90 | 123.35 | POINT (123.35130 -33.90360) | Diving for Abalone | AUSTRALIA | N | White Shark | Unprovoked | 2013.00 |
| 227 | Albatros Point, near Jeffreys Bay | Eastern Cape Province | -34.05 | 24.91 | POINT (24.91020 -34.05070) | Swimming / snorkeling | SOUTH AFRICA | Y | White Shark | Unprovoked | 2013.00 |
| 228 | Cape Nelson | Victoria | -38.36 | 141.61 | POINT (141.60510 -38.35960) | Fishing | AUSTRALIA | N | White Shark | Watercraft | 2013.00 |
| 229 | Bunkers, Humboldt Bay, Eureka, Humboldt County | California | 40.72 | -124.24 | POINT (-124.24260 40.71950) | Surfing | USA | N | White Shark | Unprovoked | 2013.00 |
| 230 | Kiholo Bay | Hawaii | 19.86 | -155.92 | POINT (-155.92170 19.85640) | Surfing | USA | N | Tiger Shark | Unprovoked | 2013.00 |
| 231 | Brisant Beach | Saint-Gilles | -21.05 | 55.23 | POINT (55.22870 -21.05390) | Body boarding | REUNION | Y | Bull Shark | Unprovoked | 2013.00 |
| 232 | White Plains Beach, Oahu | Hawaii | 21.30 | -158.05 | POINT (-158.04520 21.30350) | Surfing | USA | N | Tiger Shark | Unprovoked | 2013.00 |
| 233 | Casino Beach, Pensacola, Escambia County | Florida | 30.33 | -87.14 | POINT (-87.14180 30.33040) | Swimming | USA | N | Bull Shark | Unprovoked | 2013.00 |
| 234 | Folly Beach | South Carolina | 32.66 | -79.94 | POINT (-79.94040 32.65520) | Surfing | USA | N | Bull Shark | Unprovoked | 2013.00 |
| 235 | Jacksonville, Duval County | Florida | 30.33 | -81.66 | POINT (-81.65570 30.33220) | Swimming | USA | N | Bull Shark | Unprovoked | 2013.00 |
| 236 | Sanibel Island, Lee County | Florida | 26.44 | -82.11 | POINT (-82.11150 26.44340) | Fishing | USA | N | Bull Shark | Unprovoked | 2013.00 |
| 237 | Gleneden Beach, Lincoln County | Oregon | 44.88 | -124.03 | POINT (-124.03460 44.88140) | Surfing | USA | N | White Shark | Unprovoked | 2013.00 |
| 238 | Makena, Maui | Hawaii | 20.63 | -156.44 | POINT (-156.44480 20.63160) | Snorkeling | USA | Y | Tiger Shark | Unprovoked | 2013.00 |
| 239 | Pillikin Red Light area | St. Catherine | 18.11 | -77.30 | POINT (-77.29750 18.10960) | Spearfishing | JAMAICA | Y | Tiger Shark | Unprovoked | 2013.00 |
| 240 | Kona Coast State Park | Hawaii | 19.77 | -156.02 | POINT (-156.02180 19.77040) | Swimming | USA | N | Tiger Shark | Unprovoked | 2013.00 |
| 241 | Makena Landing, Maui | Hawaii | 20.65 | -156.44 | POINT (-156.44100 20.65380) | Diving | USA | N | Tiger Shark | Unprovoked | 2012.00 |
| 242 | Makena Landing, Maui | Hawaii | 20.65 | -156.44 | POINT (-156.44100 20.65380) | Swimming | USA | N | Tiger Shark | Unprovoked | 2012.00 |
| 243 | Makena Landing, Maui | Hawaii | 20.65 | -156.44 | POINT (-156.44100 20.65380) | Diving | USA | N | Tiger Shark | Unprovoked | 2012.00 |
| 244 | Makena Landing, Maui | Hawaii | 20.65 | -156.44 | POINT (-156.44100 20.65380) | Swimming | USA | N | Tiger Shark | Unprovoked | 2012.00 |
| 245 | Boca de la Leña, La Unión | Guerrero | 17.97 | -101.99 | POINT (-101.98960 17.97330) | Free diving / spearfishing | MEXICO | N | Bull Shark | Unprovoked | 2012.00 |
| 246 | Coral Bay | Western Australia | -23.14 | 113.77 | POINT (113.77230 -23.14230) | Snorkeling | AUSTRALIA | N | Tiger Shark | Unprovoked | 2012.00 |
| 247 | Cat Island | Bahamas | 24.21 | -75.36 | POINT (-75.36450 24.21330) | Diving, photographing sharks | BAHAMAS | N | Tiger Shark | Unprovoked | 2012.00 |
| 248 | Spreckelsville, Maui | Hawaii | 20.91 | -156.41 | POINT (-156.40520 20.91070) | Spearfishing | USA | N | Tiger Shark | Provoked | 2012.00 |
| 249 | Off Catalina Island | California | 33.39 | -118.42 | POINT (-118.41630 33.38790) | Paddle boarding | USA | N | White Shark | Unprovoked | 2012.00 |
| 250 | Davidsons Surf Break, Kekaha, Kauai | Hawaii | 21.96 | -159.71 | POINT (-159.70890 21.96420) | Surfing | USA | N | Tiger Shark | Unprovoked | 2012.00 |
| 251 | Nobbys Beach | Queensland | -32.92 | 151.79 | POINT (151.79280 -32.92380) | Surfing | AUSTRALIA | N | Bull Shark | Unprovoked | 2012.00 |
| 252 | Trigg Beach | Western Australia | -31.88 | 115.75 | POINT (115.75180 -31.87790) | Surfing | AUSTRALIA | N | Tiger Shark | Unprovoked | 2012.00 |
| 253 | Eueiki Island | Vava'u | -18.77 | -174.02 | POINT (-174.01870 -18.76640) | Swimming | TONGA | N | Bull Shark | Unprovoked | 2012.00 |
| 254 | Jensen Beach, Martin County | Florida | 27.25 | -80.23 | POINT (-80.22980 27.25450) | Surfing | USA | N | Bull Shark | Unprovoked | 2012.00 |
| 255 | Caves near Kogel Bay | Western Cape Province | -34.23 | 18.85 | POINT (18.84870 -34.23420) | Body boarding | SOUTH AFRICA | Y | White Shark | Unprovoked | 2012.00 |
| 256 | Dolphin Bay, Innes National Park | South Australia | -35.19 | 136.87 | POINT (136.86670 -35.19450) | Kayaking | AUSTRALIA | N | White Shark | Watercraft | 2012.00 |
| 257 | Off Wedge Island | Western Australia | -30.83 | 115.19 | POINT (115.18800 -30.82780) | Surfing | AUSTRALIA | Y | White Shark | Unprovoked | 2012.00 |
| 258 | Stratham Beach | Western Australia | -33.45 | 115.58 | POINT (115.57630 -33.45190) | Scuba diving | AUSTRALIA | Y | White Shark | Unprovoked | 2012.00 |
| 259 | Kylies Beach, Diamond Head | New South Wales | -31.81 | 152.74 | POINT (152.73500 -31.81440) | Paddle boarding | AUSTRALIA | N | Bull Shark | Unprovoked | 2012.00 |
| 260 | Leftovers near Chuns Reef, Oahu | Hawaii | 21.63 | -158.08 | POINT (-158.08390 21.62690) | Surfing | USA | N | Tiger Shark | Unprovoked | 2012.00 |
| 261 | Humboldt Bay, Eureka, Humboldt County | California | 40.72 | -124.24 | POINT (-124.24260 40.71950) | Surfing | USA | N | White Shark | Unprovoked | 2012.00 |
| 262 | Surf Beach, Lompoc, Santa Barbara County | California | 34.68 | -120.61 | POINT (-120.60640 34.68310) | Surfing | USA | Y | White Shark | Unprovoked | 2012.00 |
| 263 | Iroquiois Point, Oahu | Hawaii | 21.33 | -157.98 | POINT (-157.98030 21.32750) | Kayak Fishing | USA | N | Tiger Shark | Watercraft | 2012.00 |
| 264 | Redhead Beach, Newcastle | New South Wales | -33.02 | 151.71 | POINT (151.70920 -33.02050) | Surf skiing | AUSTRALIA | N | White Shark | Unprovoked | 2012.00 |
| 265 | Lincoln City, Lincoln County | Oregon | 44.96 | -124.02 | POINT (-124.01790 44.95820) | Surfing | USA | N | White Shark | Unprovoked | 2012.00 |
| 266 | Redhead Beach | New South Wales | -33.02 | 151.71 | POINT (151.70920 -33.02050) | Surfing | AUSTRALIA | N | White Shark | Unprovoked | 2012.00 |
| 267 | Kalbarri | Western Australia | -27.71 | 114.16 | POINT (114.16460 -27.71040) | Crayfishing | AUSTRALIA | N | White Shark | Watercraft | 2012.00 |
| 268 | Strandfontein | Western Cape Province | -34.08 | 18.57 | POINT (18.57300 -34.07790) | Fishing | SOUTH AFRICA | N | White Shark | Watercraft | 2012.00 |
| 269 | Leffingwell Landing, Cambria, San Luis Obispo... | California | 35.58 | -121.12 | POINT (-121.12140 35.58390) | Kayaking / Fishing | USA | N | White Shark | Watercraft | 2012.00 |
| 270 | Cintza Beach, East London | Eastern Cape Province | -32.83 | 28.12 | POINT (28.11890 -32.82870) | Surfing | SOUTH AFRICA | N | White Shark | Unprovoked | 2011.00 |
| 271 | Pigeon Point | California | 37.18 | -122.39 | POINT (-122.39280 37.18290) | Kayaking | USA | N | White Shark | Watercraft | 2011.00 |
| 272 | Hula, near Port Moresby | Central Province | -9.44 | 147.18 | POINT (147.18030 -9.44380) | Kite Surfing | PAPUA NEW GUINEA | N | Tiger Shark | Unprovoked | 2011.00 |
| 273 | Busselton | Western Australia | -33.65 | 115.35 | POINT (115.34550 -33.65320) | Fishing | AUSTRALIA | N | White Shark | Watercraft | 2011.00 |
| 274 | Off Perforated Island near Coffin Bay | South Australia | -34.73 | 135.16 | POINT (135.15820 -34.72680) | Diving for abalone | AUSTRALIA | Y | White Shark | Unprovoked | 2011.00 |
| 275 | Clovely Beach | Western Cape Province | -33.91 | 151.27 | POINT (151.26630 -33.91350) | Swimming | SOUTH AFRICA | N | White Shark | Unprovoked | 2011.00 |
| 276 | Lookout Beach, near the Keurbooms river mouth ... | Western Cape Province | -34.05 | 23.38 | POINT (23.37760 -34.05060) | Surfing | SOUTH AFRICA | Y | White Shark | Unprovoked | 2011.00 |
| 277 | Newport, Lincoln County | Oregon | 44.64 | -124.05 | POINT (-124.05350 44.63680) | Surfing | USA | N | White Shark | Unprovoked | 2011.00 |
| 278 | Rottnest Island | Western Australia | -32.01 | 115.51 | POINT (115.50730 -32.00640) | Diving | AUSTRALIA | Y | White Shark | Unprovoked | 2011.00 |
| 279 | Marina State Beach, Monterey County | California | 36.69 | -121.81 | POINT (-121.80930 36.69280) | Surfing | USA | N | White Shark | Unprovoked | 2011.00 |
| 280 | Lyman Beach, Kailua-Kona | Hawaii | 19.64 | -156.00 | POINT (-155.99690 19.63990) | Surfing | USA | N | Tiger Shark | Unprovoked | 2011.00 |
| 281 | Lyman Beach, Kailua-Kona | Hawaii | 19.64 | -156.00 | POINT (-155.99690 19.63990) | Paddle boarding | USA | N | Tiger Shark | Unprovoked | 2011.00 |
| 282 | Robberg Beach | Western Cape Province | -34.08 | 23.37 | POINT (23.37240 -34.07540) | Surfing | SOUTH AFRICA | N | White Shark | Unprovoked | 2011.00 |
| 283 | Kendec | North Province | -20.67 | 164.25 | POINT (164.25000 -20.66670) | Kite Boarding | NEW CALEDONIA | Y | Tiger Shark | Unprovoked | 2011.00 |
| 284 | Bunker Bay | Western Australia | -33.54 | 115.04 | POINT (115.03920 -33.54270) | Body boarding | AUSTRALIA | Y | White Shark | Unprovoked | 2011.00 |
| 285 | North Topsail Beach, Onslow County | North Carolina | 34.49 | -77.43 | POINT (-77.43160 34.49020) | Playing in the surf | USA | N | Bull Shark | Unprovoked | 2011.00 |
| 286 | Santa Maria Island, Manatee County | Florida | 27.50 | -82.71 | POINT (-82.71450 27.50410) | Spearfishing | USA | N | Bull Shark | Unprovoked | 2011.00 |
| 287 | Between | Queensland | -20.92 | 142.70 | POINT (142.70280 -20.91760) | Fishing | AUSTRALIA | N | Bull Shark | Provoked | 2011.00 |
| 288 | Crowdy Head | New South Wales | -31.84 | 152.73 | POINT (152.72650 -31.84430) | Surfing | AUSTRALIA | N | Bull Shark | Unprovoked | 2011.00 |
| 289 | Gaviotas Beach, Cancun | Quintana Roo | 21.13 | -86.75 | POINT (-86.74650 21.13230) | Swimming | MEXICO | N | Bull Shark | Unprovoked | 2011.00 |
| 290 | Anse Lazio | Praslin | -4.29 | 55.70 | POINT (55.70150 -4.29370) | Swimming or Snorkeling | SEYCHELLES | Y | Bull Shark | Unprovoked | 2011.00 |
| 291 | Riviera Beach, Palm Beach County | Florida | 26.78 | -80.06 | POINT (-80.05810 26.77530) | Spearfishing | USA | N | Bull Shark | Unprovoked | 2011.00 |
| 292 | Angourie | New South Wales | -29.48 | 153.36 | POINT (153.35940 -29.47920) | Surfing | AUSTRALIA | N | White Shark | Unprovoked | 2011.00 |
| 293 | Cowaramup Bay | Western Australia | -33.86 | 114.99 | POINT (114.98580 -33.86060) | Surfing | AUSTRALIA | Y | White Shark | Unprovoked | 2010.00 |
| 294 | Pigeon Point, San Mateo County | California | 37.18 | -122.39 | POINT (-122.39460 37.18180) | Kayak Fishing | USA | N | White Shark | Watercraft | 2010.00 |
| 295 | Near oil rig Hondo, 5 nm from Gaviota, Santa B... | California | 34.68 | -120.61 | POINT (-120.60640 34.68310) | Kayaking | USA | N | White Shark | Watercraft | 2010.00 |
| 296 | Surf Beach, Vandenberg AFB, Santa Barbara County | California | 34.47 | -120.21 | POINT (-120.21490 34.47170) | Body boarding | USA | Y | White Shark | Unprovoked | 2010.00 |
| 297 | Mullaway Headland | New South Wales | -30.08 | 153.21 | POINT (153.20520 -30.07710) | Surfing | AUSTRALIA | N | Bull Shark | Unprovoked | 2010.00 |
| 298 | Off Garden Island | Western Australia | -32.20 | 115.68 | POINT (115.67760 -32.20430) | Snorkeling | AUSTRALIA | N | White Shark | Unprovoked | 2010.00 |
| 299 | Between Carnac and Garden Islands | Western Australia | -32.14 | 115.66 | POINT (115.66330 -32.13930) | Fishing | AUSTRALIA | N | White Shark | Watercraft | 2010.00 |
| 300 | Eight Mile Beach, Galveston | Texas | 29.30 | -94.80 | POINT (-94.79770 29.30130) | Surfing | USA | N | Bull Shark | Unprovoked | 2010.00 |
world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))
country_names = {'Bosnia and Herz.': 'Bosnia and Herzegovina',
'Central African Rep.': 'Central African Republic',
'Congo': 'Congo (Brazzaville)',
'Dem. Rep. Congo': 'Congo (Kinshasa)',
'Czechia': 'Czech Republic',
"Côte d'Ivoire": 'Ivory Coast',
'Dominican Rep.': 'Dominican Republic',
'N. Cyprus': 'North Cyprus',
'Palestine': 'Palestinian Territories',
'Somaliland': 'Somaliland region',
'S. Sudan': 'South Sudan',
'eSwatini': 'Swaziland',
'Taiwan': 'Taiwan Province of China',
'United States of America': 'United States'}
world = world.replace(to_replace=country_names)
print(type(world))
world.head()
<class 'geopandas.geodataframe.GeoDataFrame'>
| pop_est | continent | name | iso_a3 | gdp_md_est | geometry | |
|---|---|---|---|---|---|---|
| 0 | 920938 | Oceania | Fiji | FJI | 8374.00 | MULTIPOLYGON (((180.00000 -16.06713, 180.00000... |
| 1 | 53950935 | Africa | Tanzania | TZA | 150600.00 | POLYGON ((33.90371 -0.95000, 34.07262 -1.05982... |
| 2 | 603253 | Africa | W. Sahara | ESH | 906.50 | POLYGON ((-8.66559 27.65643, -8.66512 27.58948... |
| 3 | 35623680 | North America | Canada | CAN | 1674000.00 | MULTIPOLYGON (((-122.84000 49.00000, -122.9742... |
| 4 | 326625791 | North America | United States | USA | 18560000.00 | MULTIPOLYGON (((-122.84000 49.00000, -120.0000... |
fig, ax = plt.subplots(figsize=(30,10))
world.plot(ax=ax, alpha=0.4, color='green', edgecolor='black')
shark_geo.plot('Fatal', categorical=True, cmap='RdBu_r', linewidth=.8, edgecolor='black',
legend=True, legend_kwds={'bbox_to_anchor':(.2, 1.05),'fontsize':16,'frameon':False}, ax=ax)
ax.axis('off')
ax.set_title('Worldwide Shark Attacks (White, Tiger, Bull) 2010-2020',fontsize=20)
plt.tight_layout()
sns.set(font_scale=1.25)
sns.set_style('darkgrid')
sns.catplot(x='Species',y='Year',data=shark_geo,kind='box')
plt.show()
h = sns.catplot(x='Species',col='State',
col_wrap=3, data=shark_geo, kind='count',
height=2.0, aspect=2.5, color='b',
sharex=False, sharey=False)
h.set_titles('{col_name}')
<seaborn.axisgrid.FacetGrid at 0x7f9a696ac1f0>
fig, ax = plt.subplots(figsize=(30,10))
world.plot(ax=ax, alpha=0.5, color='grey', edgecolor='black')
shark_geo.plot(column='Activity', linewidth=.8, edgecolor='black',legend=True,
legend_kwds={'bbox_to_anchor':(1.5, 1.5),'fontsize':16,'frameon':False}, ax=ax)
plt.title('Shark Attacks by Activities 2010-2020 (White, Tiger, Bull)')
Text(0.5, 1.0, 'Shark Attacks by Activities 2010-2020 (White, Tiger, Bull)')
import folium
from shapely.geometry import Point
map = folium.Map(location = [15,30], tiles = "Stamen Terrain", zoom_start = 2)
map
shark_geo_list = [[point.xy[1][0], point.xy[0][0]] for point in shark_geo.geometry ]
i = 0
for coordinates in shark_geo_list:
if shark_geo.Species[i] == 'White Shark':
type_color = 'blue'
elif shark_geo.Species[i] == 'Tiger Shark':
type_color = 'orange'
elif shark_geo.Species[i] == 'Bull Shark':
type_color = 'red'
map.add_child(folium.Marker(location = coordinates,
popup =
'Year: ' + str(shark_geo.Year[i]) + '<br>' +
'Species: ' + str(shark_geo.Species[i]) + '<br>' +
'Fatal: ' + str(shark_geo.Fatal[i]) + '<br>' +
'Country: ' + str(shark_geo.Country[i]) + '<br>'
'Location: ' + str(shark_geo.Location[i]) + '<br>'
'Type: ' + str(shark_geo.Type[i]) + '<br>'
'Coordinates: ' + str(shark_geo_list[i]),
icon = folium.Icon(color = "%s" % type_color)))
i = i + 1
map
from folium import plugins
map = folium.Map(location = [15,30], tiles='Cartodb dark_matter', zoom_start = 2)
heat_data = [[point.xy[1][0], point.xy[0][0]] for point in shark_geo.geometry ]
heat_data
plugins.HeatMap(heat_data).add_to(map)
map
SEED = 100
np.random.seed(SEED)
shark_geo.groupby('Country',axis=0)
shark_geo.set_index('Country',inplace=True)
shark_geo
| Location | State | Latitude | Longitude | geometry | Activity | Fatal | Species | Type | Year | |
|---|---|---|---|---|---|---|---|---|---|---|
| Country | ||||||||||
| USA | Coronado, San Diego County | California | 32.69 | -117.18 | POINT (-117.18310 32.68590) | Swimming | N | White Shark | Unprovoked | 2020.00 |
| NEW ZEALAND | Pauanui Beach | North Island | -37.02 | 175.87 | POINT (175.86770 -37.01610) | Surfing | N | White Shark | Unprovoked | 2020.00 |
| NEW ZEALAND | Stanmore Bay, Auckland | North Island | -36.63 | 174.73 | POINT (174.72560 -36.62640) | Kayak fishing | N | White Shark | Provoked | 2020.00 |
| USA | Sand Dollar Beach, Santa Cruz County | California | 35.92 | -121.47 | POINT (-121.46870 35.92320) | Surfing | Y | White Shark | Unprovoked | 2020.00 |
| AUSTRALIA | Salt Beach near Kingscliff | New South Wales | -28.28 | 153.58 | POINT (153.58040 -28.27770) | Surfing | Y | White Shark | Unprovoked | 2020.00 |
| AUSTRALIA | Cabarita Beach | New South Wales | -28.34 | 153.57 | POINT (153.57320 -28.34360) | Foil-boarding | N | White Shark | Unprovoked | 2020.00 |
| AUSTRALIA | Greenmount Beach, Coolangatta | Queensland | -28.16 | 153.55 | POINT (153.54760 -28.16400) | Surfing | Y | White Shark | Unprovoked | 2020.00 |
| AUSTRALIA | Forster | New South Wales | -32.18 | 152.51 | POINT (152.51170 -32.18060) | Fishing / Filming sharks feeding on whale carcass | N | White Shark | Watercraft | 2020.00 |
| AUSTRALIA | Shelly Beach, Port Macquarie | New South Wales | -33.37 | 151.49 | POINT (151.48590 -33.37000) | Surfing | N | White Shark | Unprovoked | 2020.00 |
| AUSTRALIA | Tenth Island | Tasmania | -40.94 | 146.98 | POINT (146.98490 -40.94230) | Sightseeing | N | White Shark | Watercraft | 2020.00 |
| USA | Bailey Island, Cumberland County | Maine | 43.74 | -69.99 | POINT (-69.99410 43.73670) | Swimming | Y | White Shark | Unprovoked | 2020.00 |
| AUSTRALIA | Wilsons Headland | New South Wales | -29.86 | 153.27 | POINT (153.27150 -29.85930) | Surfing | Y | White Shark | Unprovoked | 2020.00 |
| AUSTRALIA | Stanley | Tasmania | -40.76 | 145.30 | POINT (145.29600 -40.75970) | Fishing | N | White Shark | Unprovoked | 2020.00 |
| USA | Shelter Cove, Humboldt County | California | 40.03 | -124.07 | POINT (-124.07310 40.03040) | Kayak fishing | N | White Shark | Unprovoked | 2020.00 |
| ST MARTIN | Orient Beach | Caribbean | 18.09 | -63.02 | POINT (-63.01970 18.08750) | Swimming | Y | Tiger Shark | Unprovoked | 2020.00 |
| USA | Neuse River, Craven County | North Carolina | 35.13 | -76.50 | POINT (-76.50380 35.13130) | Treading water | N | Bull Shark | Unprovoked | 2020.00 |
| USA | Cocoa Beach, Brevard County | Florida | 28.32 | -80.61 | POINT (-80.60760 28.32000) | Surfing | N | Bull Shark | Unprovoked | 2020.00 |
| USA | Cocoa Beach, Brevard County | Florida | 28.32 | -80.61 | POINT (-80.60760 28.32000) | Walking | N | Bull Shark | Unprovoked | 2018.00 |
| AUSTRALIA | Lucinda | Queensland | -18.53 | 146.33 | POINT (146.33200 -18.53130) | Spearfishing | N | Bull Shark | Unprovoked | 2020.00 |
| USA | Honolua Bay | Hawaii | 21.01 | -156.64 | POINT (-156.63850 21.01390) | Surfing | Y | Tiger Shark | Unprovoked | 2020.00 |
| USA | Homestead, Miami-Dade County | Florida | 25.46 | -80.33 | POINT (-80.33500 25.46150) | Playing | N | Bull Shark | Unprovoked | 2020.00 |
| USA | Melbourne Beach, Brevard County | Florida | 28.08 | -80.56 | POINT (-80.56060 28.07890) | Wading | N | Bull Shark | Unprovoked | 2020.00 |
| BAHAMAS | NoName Cay | Abaco Islands | 26.75 | -77.30 | POINT (-77.29650 26.74900) | Spearfishing | N | Bull Shark | Unprovoked | 2020.00 |
| USA | Sombero Key Light, Monroe County | Florida | 24.63 | -81.11 | POINT (-81.10920 24.62870) | Snorkeling | N | Bull Shark | Unprovoked | 2020.00 |
| USA | Wailea | Maui | 20.68 | -156.44 | POINT (-156.44300 20.68280) | Stand-Up Paddle boarding | N | Tiger Shark | Unprovoked | 2020.00 |
| USA | Davidsons Beach, Kauai | Hawaii | 21.96 | -159.71 | POINT (-159.70890 21.96420) | Surfing | N | Tiger Shark | Unprovoked | 2020.00 |
| NEW CALEDONIA | Plateau de Ricaudy, Nouméa | South Province | -22.31 | 166.46 | POINT (166.45570 -22.31380) | Windsurfing | Y | Tiger Shark | Unprovoked | 2020.00 |
| AUSTRALIA | Cable Beach | Western Australia | -17.93 | 122.21 | POINT (122.20960 -17.93200) | Body boarding | Y | Tiger Shark | Unprovoked | 2020.00 |
| NEW CALEDONIA | St. Vincent Bay | South Province | -21.96 | 166.12 | POINT (166.12040 -21.96500) | Snorkeling | N | Tiger Shark | Unprovoked | 2020.00 |
| USA | Key Biscayne | Florida | 25.69 | -80.16 | POINT (-80.16280 25.69370) | Spearfishing | N | Bull Shark | Unprovoked | 2019.00 |
| USA | Sandspit Beach, Montaña de Oro State Park | California | 35.30 | -120.88 | POINT (-120.87500 35.30330) | Surfing | N | White Shark | Unprovoked | 2019.00 |
| AUSTRALIA | Lighthouse Beach | New South Wales | -31.48 | 152.93 | POINT (152.92980 -31.47890) | Surfing | N | White Shark | Unprovoked | 2019.00 |
| USA | Ship Rock near Catalina, Los Angeles County | California | 33.46 | -118.49 | POINT (-118.49170 33.46250) | Kayaking | N | White Shark | Watercraft | 2019.00 |
| USA | North Salmon Creek Beach, Sonoma County | California | 38.36 | -123.07 | POINT (-123.06820 38.35920) | Surfing | N | White Shark | Unprovoked | 2019.00 |
| NEW ZEALAND | Pitt Island or Chatham Island | Chatham Islands | -44.29 | -176.23 | POINT (-176.22600 -44.28990) | Scuba diving | N | White Shark | Unprovoked | 2019.00 |
| USA | Cove Park, Kihei, Maui | Hawaii | 20.73 | -156.45 | POINT (-156.44990 20.72730) | Stand-Up Paddleboarding | N | Tiger Shark | Unprovoked | 2019.00 |
| USA | Anaehoomalu Bay, Hawaii | Hawaii | 19.55 | -155.53 | POINT (-155.53350 19.54580) | Kayaking | N | Tiger Shark | Unprovoked | 2019.00 |
| FIJI | Beqa | Oceania | -18.38 | 178.12 | POINT (178.11940 -18.38280) | Scuba diving | N | Tiger Shark | Unprovoked | 2019.00 |
| AUSTRALIA | Off Airlie Beach, Whitsundays | Queensland | -20.27 | 148.72 | POINT (148.71560 -20.26780) | Snorkeling | N | Tiger Shark | Unprovoked | 2019.00 |
| AUSTRALIA | Shellharbour | New South Wales | -34.58 | 150.87 | POINT (150.86670 -34.58330) | Fishing | N | White Shark | Provoked | 2019.00 |
| SOUTH AFRICA | East London | Eastern Cape Province | -33.03 | 27.85 | POINT (27.85460 -33.02920) | Kayaking fishing | N | White Shark | Watercraft | 2019.00 |
| REUNION ISLAND | L’Hermitage Lagoon | Saint-Gilles | -21.08 | 55.22 | POINT (55.22230 -21.07950) | Snorkeling | Y | Tiger Shark | Questionable | 2019.00 |
| USA | Wilmington River, Chatham County | Georgia | 31.96 | -81.00 | POINT (-81.00440 31.95520) | Swimming | N | Bull Shark | Unprovoked | 2019.00 |
| AUSTRALIA | Samurai Beach | New South Wales | -32.77 | 152.12 | POINT (152.12420 -32.76780) | Body Surfing | N | Bull Shark | Unprovoked | 2018.00 |
| MALDIVES | Madoogali | Alifu Alifu Atoll | 4.10 | 72.75 | POINT (72.75290 4.09600) | Fishing | N | Tiger Shark | Unprovoked | 2018.00 |
| EGYPT | Marsa Alam | Red Sea | 25.07 | 34.88 | POINT (34.87900 25.06760) | Snorkeling | Y | Tiger Shark | Unprovoked | 2018.00 |
| AUSTRALIA | Surf Beach, Kiama | New South Wales | -34.68 | 150.85 | POINT (150.85420 -34.67690) | Walking | N | Bull Shark | Unprovoked | 2018.00 |
| AUSTRALIA | Martin Islet | New South Wales | -34.49 | 150.94 | POINT (150.93780 -34.49430) | Free diving | N | White Shark | Unprovoked | 2018.00 |
| AUSTRALIA | Little Congwong Beach, La Perouse | New South Wales | -33.99 | 151.24 | POINT (151.23840 -33.99160) | Swimming | N | White Shark | Unprovoked | 2018.00 |
| AUSTRALIA | Cone Bay | Western Australia | -16.47 | 123.54 | POINT (123.53530 -16.46830) | Spearfishing | N | Bull Shark | Unprovoked | 2018.00 |
| NEW CALEDONIA | Nouvelle | Oceania | -20.90 | 165.62 | POINT (165.61800 -20.90430) | Spearfishing | N | Bull Shark | Unprovoked | 2018.00 |
| BAHAMAS | Bimini | Bahamas | 25.73 | -79.25 | POINT (-79.25000 25.73330) | Swimming | N | Bull Shark | Unprovoked | 2018.00 |
| THAILAND | Sai Noi Beach | Hua Hin | 12.57 | 99.96 | POINT (99.95770 12.56840) | Swimming | N | Bull Shark | Unprovoked | 2018.00 |
| MEXICO | La Ticla | Colima | 18.45 | -103.55 | POINT (-103.55410 18.45440) | Free diving | N | Tiger Shark | Provoked | 2018.00 |
| USA | Newcomb Hollow Beach, Wellfleet, Barnstable Co... | Massachusetts | 41.96 | -70.00 | POINT (-69.99650 41.96320) | Boogie boarding | Y | White Shark | Unprovoked | 2018.00 |
| AUSTRALIA | South Point, Gracetown | Western Australia | -33.86 | 114.98 | POINT (114.97680 -33.86450) | Surfing | N | White Shark | Unprovoked | 2018.00 |
| USA | Longnook Beach, Truro, Barnstable County | Massachusetts | 42.02 | -70.04 | POINT (-70.03700 42.02090) | Swimming | N | White Shark | Unprovoked | 2018.00 |
| BAHAMAS | Nirvana Beach | New Providence | 25.06 | -77.49 | POINT (-77.48840 25.06370) | Surfing | N | Tiger Shark | Unprovoked | 2018.00 |
| USA | Beacons Beach, San Diego County | California | 33.07 | -117.30 | POINT (-117.30470 33.06520) | Diving | N | White Shark | Unprovoked | 2018.00 |
| AUSTRALIA | Moffat Beach | Queensland | -26.80 | 153.13 | POINT (153.13330 -26.80000) | Kayaking | N | Tiger Shark | Watercraft | 2018.00 |
| BRAZIL | Piedade Beach, Recife | Pernambuco | -8.17 | -34.92 | POINT (-34.91550 -8.17210) | Swimming | Y | Tiger Shark | Unprovoked | 2018.00 |
| NEW ZEALAND | Baylys Beach | North Island | -35.95 | 173.75 | POINT (173.74690 -35.95170) | Surfing | N | White Shark | Unprovoked | 2018.00 |
| COSTA RICA | Manuelita | Cocos Island | 5.56 | -87.05 | POINT (-87.04770 5.56130) | Scuba diving | N | Tiger Shark | Unprovoked | 2018.00 |
| USA | Pounders Beach, Oahu | Hawaii | 21.66 | -157.92 | POINT (-157.92040 21.66327) | Stand-Up Paddleboarding | N | Tiger Shark | Unprovoked | 2018.00 |
| USA | Oceanside, San Diego County | California | 33.20 | -117.38 | POINT (-117.37950 33.19590) | Paddling | N | White Shark | Watercraft | 2018.00 |
| USA | Kukio Beach | Hawaii | 19.82 | -156.00 | POINT (-156.00080 19.82310) | Stand-Up Paddleboarding | N | Tiger Shark | Unprovoked | 2018.00 |
| MEXICO | Southeast of Puerto Peñasco | Sonora | 31.32 | -113.54 | POINT (-113.53800 31.31720) | Diving | Y | Tiger Shark | Unprovoked | 2018.00 |
| SOUTH AFRICA | St. Francis Bay | Eastern Cape Province | -34.16 | 24.82 | POINT (24.82410 -34.16050) | Surfing | N | White Shark | Unprovoked | 2018.00 |
| SOUTH AFRICA | Robberg Beach, Plettenberg Bay | Western Cape Province | -34.08 | 23.37 | POINT (23.37220 -34.07600) | Surf-skiing | N | White Shark | Unprovoked | 2018.00 |
| SOUTH AFRICA | Robberg Beach, Plettenberg Bay | Western Cape Province | -34.08 | 23.37 | POINT (23.37220 -34.07600) | Surf-skiing | N | White Shark | Unprovoked | 2016.00 |
| SOUTH AFRICA | Robberg Beach, Plettenberg Bay | Western Cape Province | -34.08 | 23.37 | POINT (23.37220 -34.07580) | Surf-skiing | N | White Shark | Unprovoked | 2018.00 |
| SOUTH AFRICA | Robberg Beach, Plettenberg Bay | Western Cape Province | -34.08 | 23.37 | POINT (23.37220 -34.07580) | Surf-skiing | N | White Shark | Unprovoked | 2016.00 |
| SOUTH AFRICA | Tinley Manor | KwaZulu-Natal | -29.45 | 31.28 | POINT (31.28330 -29.45000) | Fishing | N | White Shark | Unprovoked | 2018.00 |
| USA | Humboldt County | California | 40.74 | -124.08 | POINT (-124.07840 40.74500) | Fishing | N | White Shark | Watercraft | 2018.00 |
| AUSTRALIA | Point Casuarina, Bunbury | Western Australia | -33.32 | 115.63 | POINT (115.63330 -33.31660) | Body boarding | N | White Shark | Unprovoked | 2017.00 |
| BAHAMAS | Athol Island | New Providence | 25.08 | -77.27 | POINT (-77.27180 25.07830) | Snorkeling | N | Tiger Shark | Unprovoked | 2017.00 |
| MEXICO | Sánchez Magallanes, Cárdenas | Tabasco | 18.30 | -93.86 | POINT (-93.86170 18.29530) | Fishing | N | Tiger Shark | Provoked | 2017.00 |
| USA | Davidsons Beach, Kekaha, Kauai | Hawaii | 21.96 | -159.71 | POINT (-159.70890 21.96420) | Surfing | N | Tiger Shark | Unprovoked | 2017.00 |
| CUBA | Guardalavaca Beach | Holquin Province | 21.12 | -75.84 | POINT (-75.83870 21.12210) | Night bathing | Y | Tiger Shark | Unprovoked | 2017.00 |
| AUSTRALIA | Cathedral Rock | Victoria | -37.47 | 144.79 | POINT (144.78520 -37.47130) | Surfing | N | White Shark | Unprovoked | 2017.00 |
| USA | Between Pescadero Point & Bean Hollow Beach, S... | California | 37.24 | -122.42 | POINT (-122.41780 37.23960) | Fishing | N | White Shark | Watercraft | 2017.00 |
| USA | South Beach, Westport, Grays Harbor County | Washington | 46.89 | -124.13 | POINT (-124.13120 46.89380) | Surfing | N | White Shark | Unprovoked | 2017.00 |
| SOUTH AFRICA | Nahoon Reef, East London | Eastern Cape Province | -33.00 | 27.95 | POINT (27.95140 -32.99580) | Surfing | N | White Shark | Unprovoked | 2017.00 |
| USA | Seal Rock, Goleta Beach, Santa Barbara | California | 34.90 | -120.67 | POINT (-120.67320 34.89970) | SUP | N | White Shark | Unprovoked | 2017.00 |
| USA | Monterey Bay | California | 36.80 | -121.95 | POINT (-121.94730 36.80070) | Kayaking | N | White Shark | Watercraft | 2017.00 |
| AUSTRALIA | Kelpies near Wylie Bay | Western Australia | -33.83 | 122.00 | POINT (121.99710 -33.83250) | Surfing | Y | White Shark | Unprovoked | 2017.00 |
| USA | Santa Cruz, Santa Cruz County | California | 36.97 | -122.03 | POINT (-122.03080 36.97410) | Kayaking | N | White Shark | Watercraft | 2017.00 |
| USA | Kekaha Beach, Kauai | Hawaii | 21.97 | -159.73 | POINT (-159.73040 21.97170) | Surfing | N | Tiger Shark | Unprovoked | 2017.00 |
| USA | Marconi Beach, Wellfleet, Barnstable County | Massachusetts | 41.89 | -69.96 | POINT (-69.96110 41.89180) | SUP | N | White Shark | Unprovoked | 2017.00 |
| SOUTH AFRICA | Eastmoor Crescent Beach | KwaZulu-Natal | -29.88 | 31.05 | POINT (31.04990 -29.88330) | Fishing | N | Tiger Shark | Watercraft | 2017.00 |
| USA | Hultins Beach, Oahu | Hawaii | 21.44 | -158.00 | POINT (-158.00010 21.43890) | Surfing | N | Tiger Shark | Unprovoked | 2017.00 |
| USA | Haulover Beach, Miami-Dade County | Florida | 25.91 | -80.12 | POINT (-80.12350 25.91140) | Swimming | N | Bull Shark | Unprovoked | 2017.00 |
| USA | Stillwater Cove, Monterey County | California | 36.56 | -121.94 | POINT (-121.94230 36.56390) | Spearfishing | N | White Shark | Unprovoked | 2017.00 |
| AUSTRALIA | Normanville | South Australia | -35.45 | 138.32 | POINT (138.32160 -35.44640) | Kayaking / Fishing | N | White Shark | Unprovoked | 2017.00 |
| AUSTRALIA | Iluka Beach | New South Wales | -29.41 | 153.36 | POINT (153.36470 -29.41200) | Surfing | N | White Shark | Unprovoked | 2017.00 |
| USA | Off Jupiter | Florida | 26.93 | -80.09 | POINT (-80.09420 26.93420) | Feeding sharks | N | Tiger Shark | Unprovoked | 2017.00 |
| USA | Stearns Wharf, Santa Barbara | California | 34.41 | -119.69 | POINT (-119.68560 34.41000) | Kayaking | N | White Shark | Watercraft | 2017.00 |
| AUSTRALIA | Gracetown | Western Australia | -33.86 | 114.99 | POINT (114.98820 -33.86420) | Surfing | N | White Shark | Unprovoked | 2017.00 |
| INDONESIA | Balian Beach | Bali | -8.50 | 114.97 | POINT (114.96560 -8.50310) | Surfing | N | Bull Shark | Unprovoked | 2017.00 |
| AUSTRALIA | Mauds Point | Western Australia | -23.12 | 113.76 | POINT (113.76150 -23.12060) | Snorkeling | N | Bull Shark | Unprovoked | 2017.00 |
| USA | Destin, Okaloosa County | Florida | 30.39 | -86.50 | POINT (-86.49580 30.39350) | Swimming | N | Bull Shark | Unprovoked | 2017.00 |
| USA | Burkes Beach, Hilton Head, Beaufort County | South Carolina | 32.19 | -80.70 | POINT (-80.69770 32.19410) | Swimming | N | Bull Shark | Unprovoked | 2017.00 |
| AUSTRALIA | Boot Reef, Torres Strait | Queensland | -10.00 | 144.67 | POINT (144.66670 -10.00000) | Scuba Diving | N | Bull Shark | Unprovoked | 2017.00 |
| USA | Maui | Hawaii | 20.80 | -156.33 | POINT (-156.33190 20.79840) | SUP Foil boarding | N | Tiger Shark | Unprovoked | 2016.00 |
| USA | Capitola, Santa Cruz County | California | 36.98 | -121.95 | POINT (-121.95330 36.97520) | Fishing | N | White Shark | Watercraft | 2016.00 |
| AUSTRALIA | Falcon Beach, Mandurah | Western Australia | -32.58 | 115.65 | POINT (115.65240 -32.58010) | Surfing | Y | White Shark | Unprovoked | 2016.00 |
| USA | Off Palos Verdes peninsula, Los Angeles County | California | 33.77 | -118.35 | POINT (-118.34920 33.76840) | Fishing | N | White Shark | Watercraft | 2016.00 |
| USA | Refugio State Beach, Santa Barbara County | California | 34.46 | -120.07 | POINT (-120.07010 34.46320) | Spearfishing | N | White Shark | Unprovoked | 2016.00 |
| USA | Surfside, Orange County | California | 33.73 | -118.08 | POINT (-118.08190 33.72710) | Kite surfing | N | White Shark | Unprovoked | 2016.00 |
| AUSTRALIA | Near Albany | Western Australia | -35.03 | 117.88 | POINT (117.88370 -35.02690) | Free diving | N | White Shark | Watercraft | 2016.00 |
| AUSTRALIA | Lighthouse Beach, Ballina | New South Wales | -28.87 | 153.59 | POINT (153.58990 -28.87260) | Surfing | N | White Shark | Unprovoked | 2016.00 |
| SOUTH AFRICA | Ryspunt | Western Cape Province | -34.36 | 20.19 | POINT (20.19450 -34.36330) | Spearfishing | N | White Shark | Unprovoked | 2016.00 |
| USA | Makaha, Oahu | Hawaii | 21.46 | -158.22 | POINT (-158.22060 21.46340) | Swimming | N | Tiger Shark | Unprovoked | 2016.00 |
| USA | Off Singer Island, Palm Beach County | Florida | 26.79 | -80.04 | POINT (-80.03750 26.78510) | Spearfishing | N | Bull Shark | Unprovoked | 2016.00 |
| INDONESIA | Balian | Bali | -8.50 | 114.97 | POINT (114.96560 -8.50310) | Surfing | N | Bull Shark | Unprovoked | 2016.00 |
| INDONESIA | Balian | Bali | -8.50 | 114.97 | POINT (114.96560 -8.50310) | Surfing | N | Bull Shark | Unprovoked | 2011.00 |
| INDONESIA | Balian | Bali | -8.34 | 115.09 | POINT (115.09200 -8.34050) | Surfing | N | Bull Shark | Unprovoked | 2016.00 |
| INDONESIA | Balian | Bali | -8.34 | 115.09 | POINT (115.09200 -8.34050) | Surfing | N | Bull Shark | Unprovoked | 2011.00 |
| USA | Kamaole Beach Park I, Maui | Hawaii | 20.72 | -156.45 | POINT (-156.44790 20.72220) | Floating | N | Tiger Shark | Unprovoked | 2016.00 |
| USA | 8 miles off Mobile | Alabama | 30.70 | -88.04 | POINT (-88.03990 30.69540) | Fishing | N | Tiger Shark | Watercraft | 2016.00 |
| NEW CALEDONIA | Poe Beach | Grand Terre | -21.61 | 165.40 | POINT (165.40100 -21.61210) | Walking | Y | Tiger Shark | Unprovoked | 2016.00 |
| BAHAMAS | Green Turtle Cay | Abaco Islands | 26.77 | -77.33 | POINT (-77.32960 26.77470) | Spearfishing | N | Bull Shark | Unprovoked | 2016.00 |
| REUNION | Boucan Canot | Saint-Paul | -21.03 | 55.23 | POINT (55.22730 -21.03160) | Surfing | N | Bull Shark | Unprovoked | 2016.00 |
| USA | New Smyrna Beach, Volusia County | Florida | 29.03 | -80.93 | POINT (-80.92700 29.02580) | Surfing | N | Bull Shark | Unprovoked | 2016.00 |
| USA | New Smyrna Beach, Volusia County | Florida | 29.03 | -80.93 | POINT (-80.92700 29.02580) | Surfing | N | Bull Shark | Unprovoked | 2013.00 |
| USA | New Smyrna Beach, Volusia County | Florida | 29.03 | -80.93 | POINT (-80.92700 29.02580) | Surfing | N | Bull Shark | Unprovoked | 2016.00 |
| USA | New Smyrna Beach, Volusia County | Florida | 29.03 | -80.93 | POINT (-80.92700 29.02580) | Surfing | N | Bull Shark | Unprovoked | 2013.00 |
| USA | St. Petersburg, Pinellas County | Florida | 27.77 | -82.64 | POINT (-82.64030 27.76760) | Swimming | N | Bull Shark | Unprovoked | 2016.00 |
| USA | Off Surfside | Texas | 28.95 | -95.29 | POINT (-95.28750 28.95170) | Spearfishing | N | Bull Shark | Unprovoked | 2016.00 |
| SOUTH AFRICA | Keurbooms Lagoon, Plettenberg Bay | Western Cape Province | -34.04 | 23.38 | POINT (23.37820 -34.03800) | Surf skiing | N | White Shark | Unprovoked | 2016.00 |
| AUSTRALIA | Booti Booti National Park | New South Wales | -32.31 | 152.52 | POINT (152.51790 -32.31270) | Surfing | N | White Shark | Unprovoked | 2016.00 |
| MEXICO | Guadalupe Island | Baja California | 29.05 | -118.28 | POINT (-118.27610 29.05250) | Cage Diving | N | White Shark | Invalid | 2016.00 |
| USA | Wailea Beach, Maui | Hawaii | 20.68 | -156.44 | POINT (-156.44300 20.68280) | Paddle boarding | N | Tiger Shark | Unprovoked | 2016.00 |
| SOUTH AFRICA | Stil Bay | Western Cape Province | -34.36 | 21.43 | POINT (21.43360 -34.36420) | Surfing | N | White Shark | Unprovoked | 2015.00 |
| BRAZIL | Fernano de Noronha | Pernambuco | -3.86 | -32.43 | POINT (-32.42970 -3.85760) | Scuba diving | N | Tiger Shark | Unprovoked | 2015.00 |
| REUNION | Saint-Leu | Saint-Paul | -21.17 | 55.29 | POINT (55.28790 -21.17480) | Surfing | N | Bull Shark | Unprovoked | 2015.00 |
| REUNION | Saint-Leu | Saint-Paul | -21.17 | 55.29 | POINT (55.28790 -21.17480) | Surfing | N | Bull Shark | Unprovoked | 2012.00 |
| REUNION | Saint-Leu | Saint-Paul | -21.17 | 55.29 | POINT (55.28790 -21.17480) | Surfing | N | Bull Shark | Unprovoked | 2015.00 |
| REUNION | Saint-Leu | Saint-Paul | -21.17 | 55.29 | POINT (55.28790 -21.17480) | Surfing | N | Bull Shark | Unprovoked | 2012.00 |
| AUSTRALIA | Nerang River, Surfers Paradise | Queensland | -28.00 | 153.43 | POINT (153.42960 -28.00070) | Rowing | N | Bull Shark | Watercraft | 2015.00 |
| AUSTRALIA | East Ballina | New South Wales | -28.85 | 153.59 | POINT (153.58650 -28.85370) | Body boarding | N | White Shark | Unprovoked | 2015.00 |
| AUSTRALIA | East Ballina | New South Wales | -28.85 | 153.59 | POINT (153.58650 -28.85370) | Surfing | N | Bull Shark | Unprovoked | 2015.00 |
| AUSTRALIA | East Ballina | New South Wales | -28.85 | 153.59 | POINT (153.58650 -28.85370) | Body boarding | N | White Shark | Unprovoked | 2015.00 |
| AUSTRALIA | East Ballina | New South Wales | -28.85 | 153.59 | POINT (153.58650 -28.85370) | Surfing | N | Bull Shark | Unprovoked | 2015.00 |
| BAHAMAS | Off Andros Island | Bahamas | 24.71 | -78.02 | POINT (-78.01950 24.70640) | Lobster fishing | N | Bull Shark | Unprovoked | 2015.00 |
| USA | Oak Island, Brunswick County | North Carolina | 33.92 | -78.16 | POINT (-78.16080 33.92040) | Wading | N | Bull Shark | Unprovoked | 2015.00 |
| USA | Oak Island, Brunswick County | North Carolina | 33.92 | -78.16 | POINT (-78.16080 33.92040) | Wading | N | Bull Shark | Unprovoked | 2015.00 |
| USA | Oak Island, Brunswick County | North Carolina | 33.92 | -78.16 | POINT (-78.16080 33.92040) | Wading | N | Bull Shark | Unprovoked | 2015.00 |
| USA | Oak Island, Brunswick County | North Carolina | 33.92 | -78.16 | POINT (-78.16080 33.92040) | Wading | N | Bull Shark | Unprovoked | 2015.00 |
| USA | Lori Wilson Park, Cocoa Beach, Brevard County | Florida | 28.34 | -80.61 | POINT (-80.60950 28.33710) | Playing | N | Bull Shark | Unprovoked | 2015.00 |
| REUNION | Folette | Le Port | -20.94 | 55.30 | POINT (55.30330 -20.94440) | Surfing | N | Bull Shark | Unprovoked | 2015.00 |
| NEW CALEDONIA | Kouare | Oceania | -20.90 | 165.62 | POINT (165.61800 -20.90430) | Snorkeling | Y | Bull Shark | Unprovoked | 2015.00 |
| USA | Hapuna Beach | Hawaii | 19.99 | -155.83 | POINT (-155.82570 19.99230) | Standing / Snorkeling | N | Tiger Shark | Unprovoked | 2015.00 |
| REUNION | Cap Homard | Saint-Gilles-les-Bains | -21.04 | 55.22 | POINT (55.21710 -21.03680) | Surfing | Y | Bull Shark | Unprovoked | 2015.00 |
| USA | 3 miles off Jupiter, Palm Beach County | Florida | 26.93 | -80.09 | POINT (-80.09420 26.93420) | Spearfishing | N | Bull Shark | Unprovoked | 2015.00 |
| SOUTH AFRICA | Westbrook Beach | KwaZulu-Natal | -29.59 | 31.17 | POINT (31.17130 -29.59120) | Fishing | N | White Shark | Watercraft | 2015.00 |
| USA | Morro Strand State Beach, San Luis Obispo County | California | 35.39 | -120.87 | POINT (-120.86640 35.39180) | Surfing | N | White Shark | Unprovoked | 2015.00 |
| REUNION | Ravine Mula | d’Étang-Salé | -21.25 | 55.37 | POINT (55.36970 -21.24980) | Swimming | Y | Tiger Shark | Unprovoked | 2015.00 |
| FIJI | Fiji | Oceania | -17.71 | 178.06 | POINT (178.06500 -17.71340) | Spearfishing | N | Tiger Shark | Unprovoked | 2015.00 |
| USA | Rodanthe, Dare County | North Carolina | 35.60 | -75.47 | POINT (-75.46560 35.60040) | Swimming | N | Bull Shark | Unprovoked | 2015.00 |
| USA | Leftovers, Oahu | Hawaii | 21.44 | -158.00 | POINT (-158.00010 21.43890) | Surfing | N | Tiger Shark | Unprovoked | 2015.00 |
| USA | Lanikai Beach, Kailua, Oahu | Hawaii | 21.39 | -157.72 | POINT (-157.71510 21.39250) | Swimming | N | Tiger Shark | Unprovoked | 2015.00 |
| AUSTRALIA | Hallidays Point | New South Wales | -32.07 | 152.51 | POINT (152.51500 -32.06840) | Surf-skiing | N | White Shark | Unprovoked | 2015.00 |
| USA | Upolu Point, North Kohala, Big Island | Hawaii | 20.27 | -155.85 | POINT (-155.85450 20.26900) | Spearfishing | N | Tiger Shark | Unprovoked | 2015.00 |
| AUSTRALIA | Lake Macquarie | New South Wales | -33.03 | 151.56 | POINT (151.56030 -33.03110) | Fishing | N | White Shark | Watercraft | 2015.00 |
| USA | El Pescador Beach, Los Angeles County | California | 34.04 | -118.89 | POINT (-118.89210 34.04040) | Stand-Up Paddleboarding | N | White Shark | Unprovoked | 2015.00 |
| AUSTRALIA | Denmark | Western Australia | -34.96 | 117.35 | POINT (117.35070 -34.96180) | Surfing | N | White Shark | Invalid | 2015.00 |
| USA | Horseshoe Rock, Santa Barbara County | California | 34.42 | -119.70 | POINT (-119.69820 34.42080) | Kayak fishing | N | White Shark | Watercraft | 2015.00 |
| AUSTRALIA | Saltwater Beach | New South Wales | -32.01 | 152.56 | POINT (152.56290 -32.01080) | Surfing | N | White Shark | Unprovoked | 2015.00 |
| SOUTH AFRICA | Lookout Beach, Plettenberg Bay | Western Cape Province | -34.05 | 23.38 | POINT (23.37760 -34.05060) | Surfing | N | White Shark | Unprovoked | 2015.00 |
| SOUTH AFRICA | Buffels Bay near Knysna | Western Cape Province | -34.08 | 22.97 | POINT (22.97310 -34.08330) | Body Boarding | N | White Shark | Unprovoked | 2015.00 |
| AUSTRALIA | Belongil Beach, Byron Bay | New South Wales | -28.63 | 153.60 | POINT (153.60030 -28.63370) | Surf skiing | N | White Shark | Unprovoked | 2015.00 |
| SOUTH AFRICA | Yellow Sands Point | Eastern Cape Province | -32.91 | 28.08 | POINT (28.07980 -32.90970) | Kayak Fishing | N | White Shark | Watercraft | 2015.00 |
| ATLANTIC OCEAN | Atlantic Ocean | Atlantic Ocean | 14.26 | -43.45 | POINT (-43.44982 14.25760) | Transatlantic Rowing | N | White Shark | Watercraft | 2015.00 |
| USA | Off Panama City | Florida | 30.16 | -85.66 | POINT (-85.66020 30.15880) | Fishing | N | White Shark | Watercraft | 2015.00 |
| AUSTRALIA | Fishery Bay | South Australia | -34.91 | 135.69 | POINT (135.68610 -34.91420) | Surfing | N | White Shark | Unprovoked | 2015.00 |
| AUSTRALIA | Lennox Head | New South Wales | -28.80 | 153.58 | POINT (153.58330 -28.80000) | Surfing | N | White Shark | Unprovoked | 2015.00 |
| USA | Huntington Beach, Orange County | California | 33.66 | -118.00 | POINT (-117.99880 33.65950) | Surfing | N | White Shark | Unprovoked | 2015.00 |
| SOUTH AFRICA | Jeffreys Bay | Eastern Cape Province | -34.05 | 24.91 | POINT (24.91020 -34.05070) | Surfing | N | White Shark | Unprovoked | 2015.00 |
| AUSTRALIA | Lachan Island, Mercury Passage | Tasmania | -42.38 | 147.58 | POINT (147.58120 -42.38240) | Scallop diving on hookah | Y | White Shark | Unprovoked | 2015.00 |
| AUSTRALIA | Evans Head | New South Wales | -29.11 | 153.42 | POINT (153.42170 -29.10860) | Surfing | N | White Shark | Unprovoked | 2015.00 |
| USA | Santa Barbara County | California | 34.42 | -119.70 | POINT (-119.69820 34.42080) | Kayak Fishing | N | White Shark | Watercraft | 2015.00 |
| USA | Santa Barbara County | California | 34.42 | -119.70 | POINT (-119.69820 34.42080) | Kayaking | N | White Shark | Watercraft | 2014.00 |
| USA | Santa Barbara County | California | 34.42 | -119.70 | POINT (-119.69820 34.42080) | Kayaking | N | White Shark | Watercraft | 2014.00 |
| USA | Santa Barbara County | California | 34.42 | -119.70 | POINT (-119.69820 34.42080) | Kayak Fishing | N | White Shark | Watercraft | 2015.00 |
| USA | Santa Barbara County | California | 34.42 | -119.70 | POINT (-119.69820 34.42080) | Kayaking | N | White Shark | Watercraft | 2014.00 |
| USA | Santa Barbara County | California | 34.42 | -119.70 | POINT (-119.69820 34.42080) | Kayaking | N | White Shark | Watercraft | 2014.00 |
| USA | Santa Barbara County | California | 34.42 | -119.70 | POINT (-119.69820 34.42080) | Kayak Fishing | N | White Shark | Watercraft | 2015.00 |
| USA | Santa Barbara County | California | 34.42 | -119.70 | POINT (-119.69820 34.42080) | Kayaking | N | White Shark | Watercraft | 2014.00 |
| USA | Santa Barbara County | California | 34.42 | -119.70 | POINT (-119.69820 34.42080) | Kayaking | N | White Shark | Watercraft | 2014.00 |
| USA | Morro Bay, San Luis Obispo County | California | 35.37 | -120.85 | POINT (-120.85000 35.36590) | Surfing | N | White Shark | Unprovoked | 2015.00 |
| SOUTH AFRICA | Muizenberg | Western Cape Province | -34.09 | 18.50 | POINT (18.49590 -34.08990) | Surfing | N | White Shark | Unprovoked | 2014.00 |
| USA | Katrina Cut, Dauphin Island, Mobile County | Alabama | 30.26 | -88.08 | POINT (-88.08490 30.25550) | Fishing | N | Bull Shark | Unprovoked | 2014.00 |
| SOUTH AFRICA | South Africa | South Africa | -30.56 | 22.94 | POINT (22.93750 -30.55950) | Shark watching | N | White Shark | Watercraft | 2014.00 |
| AUSTRALIA | Elliston, Eyre Peninsula | South Australia | -33.65 | 134.89 | POINT (134.88860 -33.64520) | Surfing | N | White Shark | Unprovoked | 2014.00 |
| USA | Manhattan Beach, Los Angeles County | California | 33.88 | -118.41 | POINT (-118.41090 33.88470) | Swimming | N | White Shark | Provoked | 2014.00 |
| AUSTRALIA | Fremantle | Western Australia | -32.05 | 115.76 | POINT (115.75800 -32.05340) | Fishing | N | White Shark | Watercraft | 2014.00 |
| USA | Manomet Point, Plymouth, Plymouth County | Massachusetts | 41.92 | -70.56 | POINT (-70.56210 41.91610) | Kayaking | N | White Shark | Watercraft | 2014.00 |
| AUSTRALIA | Kelpids Beach, Wylie Bay, Esperance | Western Australia | -33.83 | 122.00 | POINT (121.99710 -33.83250) | Surfing | N | White Shark | Unprovoked | 2014.00 |
| USA | Hilton Head Island, Beaufort County | South Carolina | 32.22 | -80.75 | POINT (-80.75260 32.21630) | Standing in inner tube | N | Bull Shark | Unprovoked | 2014.00 |
| NEW ZEALAND | Stewart Island | Southland | -47.00 | 167.84 | POINT (167.84000 -47.00000) | Filming a documentary | N | White Shark | Watercraft | 2014.00 |
| USA | Lake Ponchartain off Southshore Harbor, New Or... | Louisiana | 30.04 | -90.02 | POINT (-90.01560 30.03810) | Swimming | N | Bull Shark | Unprovoked | 2014.00 |
| USA | Montaña de Oro State Park, San Luis Obispo Cou... | California | 35.27 | -120.89 | POINT (-120.88680 35.27230) | Surfing | N | White Shark | Unprovoked | 2014.00 |
| AUSTRALIA | Tathra | New South Wales | -36.74 | 149.97 | POINT (149.96740 -36.73600) | Swimming | Y | White Shark | Unprovoked | 2014.00 |
| USA | Kihei, Maui | Hawaii | 20.76 | -156.44 | POINT (-156.44500 20.76440) | Stand-Up Paddleboarding | N | Tiger Shark | Unprovoked | 2014.00 |
| USA | Kihei, Maui | Hawaii | 20.76 | -156.44 | POINT (-156.44500 20.76440) | Snorkeling | N | Tiger Shark | Unprovoked | 2012.00 |
| USA | Kihei, Maui | Hawaii | 20.76 | -156.44 | POINT (-156.44500 20.76440) | Stand-Up Paddleboarding | N | Tiger Shark | Unprovoked | 2014.00 |
| USA | Kihei, Maui | Hawaii | 20.76 | -156.44 | POINT (-156.44500 20.76440) | Snorkeling | N | Tiger Shark | Unprovoked | 2012.00 |
| USA | Apalachicola Bay | Florida | 26.67 | -85.00 | POINT (-85.00260 26.67180) | Fishing for sharks | N | Bull Shark | Provoked | 2014.00 |
| USA | North Kohala, Hawaii County | Hawaii | 19.54 | -155.67 | POINT (-155.66590 19.54290) | Surfing | N | Tiger Shark | Unprovoked | 2014.00 |
| AUSTRALIA | Rudder Reef | Queensland | -16.19 | 145.70 | POINT (145.69900 -16.19420) | Spearfishing | Y | Tiger Shark | Unprovoked | 2014.00 |
| USA | Franklin Point, San Mateo County | California | 37.15 | -122.36 | POINT (-122.36050 37.14970) | Boat attack | N | White Shark | Watercraft | 2014.00 |
| AUSTRALIA | Three Stripes near Cheynes Beach | Western Australia | -34.87 | 118.40 | POINT (118.39630 -34.87410) | Spearfishing | Y | White Shark | Unprovoked | 2014.00 |
| AUSTRALIA | Nerang River near Chevron Island | Queensland | -28.00 | 153.42 | POINT (153.41980 -27.99730) | Fell into the water | N | Bull Shark | Unprovoked | 2014.00 |
| USA | Fort Lauderdale | Florida | 26.12 | -80.14 | POINT (-80.13730 26.12240) | Swimming | N | Bull Shark | Unprovoked | 2014.00 |
| BAHAMAS | Grand Bahamas | Bahamas | 26.66 | -78.52 | POINT (-78.52070 26.65940) | Spearfishing | N | Bull Shark | Unprovoked | 2014.00 |
| USA | 3 to 4 miles west of Indian Pass, Gulf County | Florida | 29.69 | -85.26 | POINT (-85.26440 29.69050) | Standing | N | Bull Shark | Unprovoked | 2014.00 |
| SOUTH AFRICA | Die Platt | Western Cape Province | -33.23 | 21.86 | POINT (21.85690 -33.22780) | Surfing | N | White Shark | Unprovoked | 2013.00 |
| USA | Pila'a Beach, Kauai | Hawaii | 22.21 | -159.37 | POINT (-159.36870 22.21020) | Surfing | N | Tiger Shark | Unprovoked | 2013.00 |
| USA | Pila'a Beach, Kauai | Hawaii | 22.21 | -159.37 | POINT (-159.36870 22.21020) | Surfing | N | Tiger Shark | Unprovoked | 2013.00 |
| USA | Kanaha Beach, Maui | Hawaii | 20.90 | -156.44 | POINT (-156.44060 20.89970) | Kiteboarding | N | Tiger Shark | Unprovoked | 2013.00 |
| AUSTRALIA | Riecks Point, Campbells Beach | New South Wales | -30.24 | 153.15 | POINT (153.15220 -30.23790) | Body boarding | Y | Tiger Shark | Unprovoked | 2013.00 |
| USA | Ninole Bay, Hawaii County | Hawaii | 19.13 | -155.51 | POINT (-155.50940 19.12830) | Boogie boarding | N | Tiger Shark | Unprovoked | 2013.00 |
| MEXICO | Seagull Beach, Cancun | Quintana Roo | 21.16 | -86.85 | POINT (-86.85150 21.16190) | Swimming | N | Tiger Shark | Unprovoked | 2013.00 |
| NEW ZEALAND | Muriwai | North Island | -36.82 | 174.43 | POINT (174.43390 -36.82460) | Swimming | Y | White Shark | Unprovoked | 2013.00 |
| USA | Pillar Point, Half-Moon Bay, San Mateo County | California | 37.50 | -122.48 | POINT (-122.48260 37.50430) | Surfing | N | White Shark | Unprovoked | 2013.00 |
| AUSTRALIA | Off Poison Creek, Cape Arid | Western Australia | -33.90 | 123.35 | POINT (123.35130 -33.90360) | Diving for Abalone | N | White Shark | Unprovoked | 2013.00 |
| SOUTH AFRICA | Albatros Point, near Jeffreys Bay | Eastern Cape Province | -34.05 | 24.91 | POINT (24.91020 -34.05070) | Swimming / snorkeling | Y | White Shark | Unprovoked | 2013.00 |
| AUSTRALIA | Cape Nelson | Victoria | -38.36 | 141.61 | POINT (141.60510 -38.35960) | Fishing | N | White Shark | Watercraft | 2013.00 |
| USA | Bunkers, Humboldt Bay, Eureka, Humboldt County | California | 40.72 | -124.24 | POINT (-124.24260 40.71950) | Surfing | N | White Shark | Unprovoked | 2013.00 |
| USA | Kiholo Bay | Hawaii | 19.86 | -155.92 | POINT (-155.92170 19.85640) | Surfing | N | Tiger Shark | Unprovoked | 2013.00 |
| REUNION | Brisant Beach | Saint-Gilles | -21.05 | 55.23 | POINT (55.22870 -21.05390) | Body boarding | Y | Bull Shark | Unprovoked | 2013.00 |
| USA | White Plains Beach, Oahu | Hawaii | 21.30 | -158.05 | POINT (-158.04520 21.30350) | Surfing | N | Tiger Shark | Unprovoked | 2013.00 |
| USA | Casino Beach, Pensacola, Escambia County | Florida | 30.33 | -87.14 | POINT (-87.14180 30.33040) | Swimming | N | Bull Shark | Unprovoked | 2013.00 |
| USA | Folly Beach | South Carolina | 32.66 | -79.94 | POINT (-79.94040 32.65520) | Surfing | N | Bull Shark | Unprovoked | 2013.00 |
| USA | Jacksonville, Duval County | Florida | 30.33 | -81.66 | POINT (-81.65570 30.33220) | Swimming | N | Bull Shark | Unprovoked | 2013.00 |
| USA | Sanibel Island, Lee County | Florida | 26.44 | -82.11 | POINT (-82.11150 26.44340) | Fishing | N | Bull Shark | Unprovoked | 2013.00 |
| USA | Gleneden Beach, Lincoln County | Oregon | 44.88 | -124.03 | POINT (-124.03460 44.88140) | Surfing | N | White Shark | Unprovoked | 2013.00 |
| USA | Makena, Maui | Hawaii | 20.63 | -156.44 | POINT (-156.44480 20.63160) | Snorkeling | Y | Tiger Shark | Unprovoked | 2013.00 |
| JAMAICA | Pillikin Red Light area | St. Catherine | 18.11 | -77.30 | POINT (-77.29750 18.10960) | Spearfishing | Y | Tiger Shark | Unprovoked | 2013.00 |
| USA | Kona Coast State Park | Hawaii | 19.77 | -156.02 | POINT (-156.02180 19.77040) | Swimming | N | Tiger Shark | Unprovoked | 2013.00 |
| USA | Makena Landing, Maui | Hawaii | 20.65 | -156.44 | POINT (-156.44100 20.65380) | Diving | N | Tiger Shark | Unprovoked | 2012.00 |
| USA | Makena Landing, Maui | Hawaii | 20.65 | -156.44 | POINT (-156.44100 20.65380) | Swimming | N | Tiger Shark | Unprovoked | 2012.00 |
| USA | Makena Landing, Maui | Hawaii | 20.65 | -156.44 | POINT (-156.44100 20.65380) | Diving | N | Tiger Shark | Unprovoked | 2012.00 |
| USA | Makena Landing, Maui | Hawaii | 20.65 | -156.44 | POINT (-156.44100 20.65380) | Swimming | N | Tiger Shark | Unprovoked | 2012.00 |
| MEXICO | Boca de la Leña, La Unión | Guerrero | 17.97 | -101.99 | POINT (-101.98960 17.97330) | Free diving / spearfishing | N | Bull Shark | Unprovoked | 2012.00 |
| AUSTRALIA | Coral Bay | Western Australia | -23.14 | 113.77 | POINT (113.77230 -23.14230) | Snorkeling | N | Tiger Shark | Unprovoked | 2012.00 |
| BAHAMAS | Cat Island | Bahamas | 24.21 | -75.36 | POINT (-75.36450 24.21330) | Diving, photographing sharks | N | Tiger Shark | Unprovoked | 2012.00 |
| USA | Spreckelsville, Maui | Hawaii | 20.91 | -156.41 | POINT (-156.40520 20.91070) | Spearfishing | N | Tiger Shark | Provoked | 2012.00 |
| USA | Off Catalina Island | California | 33.39 | -118.42 | POINT (-118.41630 33.38790) | Paddle boarding | N | White Shark | Unprovoked | 2012.00 |
| USA | Davidsons Surf Break, Kekaha, Kauai | Hawaii | 21.96 | -159.71 | POINT (-159.70890 21.96420) | Surfing | N | Tiger Shark | Unprovoked | 2012.00 |
| AUSTRALIA | Nobbys Beach | Queensland | -32.92 | 151.79 | POINT (151.79280 -32.92380) | Surfing | N | Bull Shark | Unprovoked | 2012.00 |
| AUSTRALIA | Trigg Beach | Western Australia | -31.88 | 115.75 | POINT (115.75180 -31.87790) | Surfing | N | Tiger Shark | Unprovoked | 2012.00 |
| TONGA | Eueiki Island | Vava'u | -18.77 | -174.02 | POINT (-174.01870 -18.76640) | Swimming | N | Bull Shark | Unprovoked | 2012.00 |
| USA | Jensen Beach, Martin County | Florida | 27.25 | -80.23 | POINT (-80.22980 27.25450) | Surfing | N | Bull Shark | Unprovoked | 2012.00 |
| SOUTH AFRICA | Caves near Kogel Bay | Western Cape Province | -34.23 | 18.85 | POINT (18.84870 -34.23420) | Body boarding | Y | White Shark | Unprovoked | 2012.00 |
| AUSTRALIA | Dolphin Bay, Innes National Park | South Australia | -35.19 | 136.87 | POINT (136.86670 -35.19450) | Kayaking | N | White Shark | Watercraft | 2012.00 |
| AUSTRALIA | Off Wedge Island | Western Australia | -30.83 | 115.19 | POINT (115.18800 -30.82780) | Surfing | Y | White Shark | Unprovoked | 2012.00 |
| AUSTRALIA | Stratham Beach | Western Australia | -33.45 | 115.58 | POINT (115.57630 -33.45190) | Scuba diving | Y | White Shark | Unprovoked | 2012.00 |
| AUSTRALIA | Kylies Beach, Diamond Head | New South Wales | -31.81 | 152.74 | POINT (152.73500 -31.81440) | Paddle boarding | N | Bull Shark | Unprovoked | 2012.00 |
| USA | Leftovers near Chuns Reef, Oahu | Hawaii | 21.63 | -158.08 | POINT (-158.08390 21.62690) | Surfing | N | Tiger Shark | Unprovoked | 2012.00 |
| USA | Humboldt Bay, Eureka, Humboldt County | California | 40.72 | -124.24 | POINT (-124.24260 40.71950) | Surfing | N | White Shark | Unprovoked | 2012.00 |
| USA | Surf Beach, Lompoc, Santa Barbara County | California | 34.68 | -120.61 | POINT (-120.60640 34.68310) | Surfing | Y | White Shark | Unprovoked | 2012.00 |
| USA | Iroquiois Point, Oahu | Hawaii | 21.33 | -157.98 | POINT (-157.98030 21.32750) | Kayak Fishing | N | Tiger Shark | Watercraft | 2012.00 |
| AUSTRALIA | Redhead Beach, Newcastle | New South Wales | -33.02 | 151.71 | POINT (151.70920 -33.02050) | Surf skiing | N | White Shark | Unprovoked | 2012.00 |
| USA | Lincoln City, Lincoln County | Oregon | 44.96 | -124.02 | POINT (-124.01790 44.95820) | Surfing | N | White Shark | Unprovoked | 2012.00 |
| AUSTRALIA | Redhead Beach | New South Wales | -33.02 | 151.71 | POINT (151.70920 -33.02050) | Surfing | N | White Shark | Unprovoked | 2012.00 |
| AUSTRALIA | Kalbarri | Western Australia | -27.71 | 114.16 | POINT (114.16460 -27.71040) | Crayfishing | N | White Shark | Watercraft | 2012.00 |
| SOUTH AFRICA | Strandfontein | Western Cape Province | -34.08 | 18.57 | POINT (18.57300 -34.07790) | Fishing | N | White Shark | Watercraft | 2012.00 |
| USA | Leffingwell Landing, Cambria, San Luis Obispo... | California | 35.58 | -121.12 | POINT (-121.12140 35.58390) | Kayaking / Fishing | N | White Shark | Watercraft | 2012.00 |
| SOUTH AFRICA | Cintza Beach, East London | Eastern Cape Province | -32.83 | 28.12 | POINT (28.11890 -32.82870) | Surfing | N | White Shark | Unprovoked | 2011.00 |
| USA | Pigeon Point | California | 37.18 | -122.39 | POINT (-122.39280 37.18290) | Kayaking | N | White Shark | Watercraft | 2011.00 |
| PAPUA NEW GUINEA | Hula, near Port Moresby | Central Province | -9.44 | 147.18 | POINT (147.18030 -9.44380) | Kite Surfing | N | Tiger Shark | Unprovoked | 2011.00 |
| AUSTRALIA | Busselton | Western Australia | -33.65 | 115.35 | POINT (115.34550 -33.65320) | Fishing | N | White Shark | Watercraft | 2011.00 |
| AUSTRALIA | Off Perforated Island near Coffin Bay | South Australia | -34.73 | 135.16 | POINT (135.15820 -34.72680) | Diving for abalone | Y | White Shark | Unprovoked | 2011.00 |
| SOUTH AFRICA | Clovely Beach | Western Cape Province | -33.91 | 151.27 | POINT (151.26630 -33.91350) | Swimming | N | White Shark | Unprovoked | 2011.00 |
| SOUTH AFRICA | Lookout Beach, near the Keurbooms river mouth ... | Western Cape Province | -34.05 | 23.38 | POINT (23.37760 -34.05060) | Surfing | Y | White Shark | Unprovoked | 2011.00 |
| USA | Newport, Lincoln County | Oregon | 44.64 | -124.05 | POINT (-124.05350 44.63680) | Surfing | N | White Shark | Unprovoked | 2011.00 |
| AUSTRALIA | Rottnest Island | Western Australia | -32.01 | 115.51 | POINT (115.50730 -32.00640) | Diving | Y | White Shark | Unprovoked | 2011.00 |
| USA | Marina State Beach, Monterey County | California | 36.69 | -121.81 | POINT (-121.80930 36.69280) | Surfing | N | White Shark | Unprovoked | 2011.00 |
| USA | Lyman Beach, Kailua-Kona | Hawaii | 19.64 | -156.00 | POINT (-155.99690 19.63990) | Surfing | N | Tiger Shark | Unprovoked | 2011.00 |
| USA | Lyman Beach, Kailua-Kona | Hawaii | 19.64 | -156.00 | POINT (-155.99690 19.63990) | Paddle boarding | N | Tiger Shark | Unprovoked | 2011.00 |
| SOUTH AFRICA | Robberg Beach | Western Cape Province | -34.08 | 23.37 | POINT (23.37240 -34.07540) | Surfing | N | White Shark | Unprovoked | 2011.00 |
| NEW CALEDONIA | Kendec | North Province | -20.67 | 164.25 | POINT (164.25000 -20.66670) | Kite Boarding | Y | Tiger Shark | Unprovoked | 2011.00 |
| AUSTRALIA | Bunker Bay | Western Australia | -33.54 | 115.04 | POINT (115.03920 -33.54270) | Body boarding | Y | White Shark | Unprovoked | 2011.00 |
| USA | North Topsail Beach, Onslow County | North Carolina | 34.49 | -77.43 | POINT (-77.43160 34.49020) | Playing in the surf | N | Bull Shark | Unprovoked | 2011.00 |
| USA | Santa Maria Island, Manatee County | Florida | 27.50 | -82.71 | POINT (-82.71450 27.50410) | Spearfishing | N | Bull Shark | Unprovoked | 2011.00 |
| AUSTRALIA | Between | Queensland | -20.92 | 142.70 | POINT (142.70280 -20.91760) | Fishing | N | Bull Shark | Provoked | 2011.00 |
| AUSTRALIA | Crowdy Head | New South Wales | -31.84 | 152.73 | POINT (152.72650 -31.84430) | Surfing | N | Bull Shark | Unprovoked | 2011.00 |
| MEXICO | Gaviotas Beach, Cancun | Quintana Roo | 21.13 | -86.75 | POINT (-86.74650 21.13230) | Swimming | N | Bull Shark | Unprovoked | 2011.00 |
| SEYCHELLES | Anse Lazio | Praslin | -4.29 | 55.70 | POINT (55.70150 -4.29370) | Swimming or Snorkeling | Y | Bull Shark | Unprovoked | 2011.00 |
| USA | Riviera Beach, Palm Beach County | Florida | 26.78 | -80.06 | POINT (-80.05810 26.77530) | Spearfishing | N | Bull Shark | Unprovoked | 2011.00 |
| AUSTRALIA | Angourie | New South Wales | -29.48 | 153.36 | POINT (153.35940 -29.47920) | Surfing | N | White Shark | Unprovoked | 2011.00 |
| AUSTRALIA | Cowaramup Bay | Western Australia | -33.86 | 114.99 | POINT (114.98580 -33.86060) | Surfing | Y | White Shark | Unprovoked | 2010.00 |
| USA | Pigeon Point, San Mateo County | California | 37.18 | -122.39 | POINT (-122.39460 37.18180) | Kayak Fishing | N | White Shark | Watercraft | 2010.00 |
| USA | Near oil rig Hondo, 5 nm from Gaviota, Santa B... | California | 34.68 | -120.61 | POINT (-120.60640 34.68310) | Kayaking | N | White Shark | Watercraft | 2010.00 |
| USA | Surf Beach, Vandenberg AFB, Santa Barbara County | California | 34.47 | -120.21 | POINT (-120.21490 34.47170) | Body boarding | Y | White Shark | Unprovoked | 2010.00 |
| AUSTRALIA | Mullaway Headland | New South Wales | -30.08 | 153.21 | POINT (153.20520 -30.07710) | Surfing | N | Bull Shark | Unprovoked | 2010.00 |
| AUSTRALIA | Off Garden Island | Western Australia | -32.20 | 115.68 | POINT (115.67760 -32.20430) | Snorkeling | N | White Shark | Unprovoked | 2010.00 |
| AUSTRALIA | Between Carnac and Garden Islands | Western Australia | -32.14 | 115.66 | POINT (115.66330 -32.13930) | Fishing | N | White Shark | Watercraft | 2010.00 |
| USA | Eight Mile Beach, Galveston | Texas | 29.30 | -94.80 | POINT (-94.79770 29.30130) | Surfing | N | Bull Shark | Unprovoked | 2010.00 |
shark_geo['Type'].unique()
array(['Unprovoked', 'Provoked', 'Watercraft', 'Questionable', 'Invalid'],
dtype=object)
shark_geo['Type'].nunique()
5
shark_geo['Activity'].unique()
array(['Swimming', 'Surfing', 'Kayak fishing', 'Foil-boarding',
'Fishing / Filming sharks feeding on whale carcass', 'Sightseeing',
'Fishing', 'Treading water', 'Walking', 'Spearfishing', 'Playing',
'Wading', 'Snorkeling', 'Stand-Up Paddle boarding', 'Windsurfing',
'Body boarding', 'Kayaking', 'Scuba diving',
'Stand-Up Paddleboarding', 'Kayaking fishing', 'Body Surfing',
'Free diving', 'Boogie boarding', 'Diving', 'Paddling',
'Surf-skiing', 'Night bathing', 'SUP', 'Kayaking / Fishing',
'Feeding sharks', 'Scuba Diving', 'SUP Foil boarding', 'Fishing ',
'Kite surfing', 'Floating', 'Surf skiing ', 'Cage Diving',
'Paddle boarding', 'Rowing', 'Body boarding ', 'Lobster fishing',
'Standing / Snorkeling', 'Body Boarding', 'Kayak Fishing',
'Transatlantic Rowing', 'Scallop diving on hookah', 'Kayaking ',
'Shark watching', 'Standing in inner tube',
'Filming a documentary', 'Fishing for sharks', 'Boat attack',
'Fell into the water', 'Standing', 'Kiteboarding',
'Diving for Abalone', 'Swimming / snorkeling',
'Free diving / spearfishing', 'Diving, photographing sharks',
'Crayfishing', 'Kite Surfing', 'Diving for abalone',
'Kite Boarding', 'Playing in the surf', 'Swimming or Snorkeling'],
dtype=object)
shark_geo['Activity'].nunique()
65
from sklearn.preprocessing import LabelEncoder
numbers = LabelEncoder()
shark_geo['Fatal'] = numbers.fit_transform(shark_geo['Fatal'].astype('str'))
shark_geo['Type'] = numbers.fit_transform(shark_geo['Type'].astype('str'))
shark_geo['Species'] = numbers.fit_transform(shark_geo['Species'].astype('str'))
#shark_geo['State'] = numbers.fit_transform(shark_geo['State'].astype('str'))
#shark_geo['Location'] = numbers.fit_transform(shark_geo['Location'].astype('str'))
shark_geo['Activity'] = numbers.fit_transform(shark_geo['Activity'].astype('str'))
shark_geo.head(10)
| Location | State | Latitude | Longitude | geometry | Activity | Fatal | Species | Type | Year | |
|---|---|---|---|---|---|---|---|---|---|---|
| Country | ||||||||||
| USA | Coronado, San Diego County | California | 32.69 | -117.18 | POINT (-117.18310 32.68590) | 57 | 0 | 2 | 3 | 2020.00 |
| NEW ZEALAND | Pauanui Beach | North Island | -37.02 | 175.87 | POINT (175.86770 -37.01610) | 56 | 0 | 2 | 3 | 2020.00 |
| NEW ZEALAND | Stanmore Bay, Auckland | North Island | -36.63 | 174.73 | POINT (174.72560 -36.62640) | 24 | 0 | 2 | 1 | 2020.00 |
| USA | Sand Dollar Beach, Santa Cruz County | California | 35.92 | -121.47 | POINT (-121.46870 35.92320) | 56 | 1 | 2 | 3 | 2020.00 |
| AUSTRALIA | Salt Beach near Kingscliff | New South Wales | -28.28 | 153.58 | POINT (153.58040 -28.27770) | 56 | 1 | 2 | 3 | 2020.00 |
| AUSTRALIA | Cabarita Beach | New South Wales | -28.34 | 153.57 | POINT (153.57320 -28.34360) | 20 | 0 | 2 | 3 | 2020.00 |
| AUSTRALIA | Greenmount Beach, Coolangatta | Queensland | -28.16 | 153.55 | POINT (153.54760 -28.16400) | 56 | 1 | 2 | 3 | 2020.00 |
| AUSTRALIA | Forster | New South Wales | -32.18 | 152.51 | POINT (152.51170 -32.18060) | 17 | 0 | 2 | 4 | 2020.00 |
| AUSTRALIA | Shelly Beach, Port Macquarie | New South Wales | -33.37 | 151.49 | POINT (151.48590 -33.37000) | 56 | 0 | 2 | 3 | 2020.00 |
| AUSTRALIA | Tenth Island | Tasmania | -40.94 | 146.98 | POINT (146.98490 -40.94230) | 46 | 0 | 2 | 4 | 2020.00 |
def HeatMap(shark_geo,x=True):
correlations = shark_geo.corr()
cmap = 'Reds_r'
fig, ax = plt.subplots(figsize=(10, 10))
fig = sns.heatmap(correlations, cmap=cmap, vmax=1.0, center=0, fmt='.2f',
square=True, linewidths=.5, annot=x, cbar_kws={"shrink": .75})
fig.set_xticklabels(fig.get_xticklabels(), rotation = 90, fontsize = 10)
fig.set_yticklabels(fig.get_yticklabels(), rotation = 0, fontsize = 10)
plt.tight_layout()
plt.show()
HeatMap(shark_geo,x=True)
from sklearn.preprocessing import StandardScaler
geo_key_vars = ['Activity','Fatal','Species','Type','Year']
X = shark_geo[geo_key_vars]
Y = shark_geo['Activity']
scaler = StandardScaler().fit(X)
X_scaled = pd.DataFrame(scaler.fit_transform(X), columns = X.columns, index = X.index)
shark_geo['Activity'].nunique()
65
from sklearn.cluster import KMeans
kcluster = KMeans(n_clusters=65)
kcluster.fit(X_scaled)
KMeans(n_clusters=65)
from sklearn.model_selection import train_test_split
from sklearn import svm, tree
from sklearn.metrics import accuracy_score
from sklearn.ensemble import RandomForestRegressor
from sklearn.metrics import mean_squared_error
X_train, X_test, y_train, y_test =train_test_split(X_scaled,Y,
test_size=0.20,
random_state=1000)
X_train.shape, X_test.shape, y_train.shape, y_test.shape
((240, 5), (61, 5), (240,), (61,))
clf = svm.SVC()
clf_tree = tree.DecisionTreeClassifier(random_state=1000)
for x in range(100):
X_train,X_test,y_train,y_test= train_test_split(X_scaled,Y)
clf.fit(X_train,y_train)
clf_tree.fit(X_train,y_train)
predictions1 = clf.predict(X_test)
predictions2 = clf_tree.predict(X_test)
score1 = accuracy_score(y_test,predictions1)
score2 = accuracy_score(y_test,predictions2)
print(score1,score2,score1-score2)
0.3684210526315789 0.8157894736842105 -0.4473684210526316 0.40789473684210525 0.8289473684210527 -0.4210526315789474 0.40789473684210525 0.8552631578947368 -0.4473684210526316 0.35526315789473684 0.8026315789473685 -0.44736842105263164 0.32894736842105265 0.7894736842105263 -0.4605263157894737 0.40789473684210525 0.8421052631578947 -0.43421052631578944 0.34210526315789475 0.8421052631578947 -0.49999999999999994 0.34210526315789475 0.7894736842105263 -0.4473684210526316 0.32894736842105265 0.8157894736842105 -0.48684210526315785 0.4473684210526316 0.8026315789473685 -0.3552631578947369 0.39473684210526316 0.8157894736842105 -0.42105263157894735 0.35526315789473684 0.7763157894736842 -0.42105263157894735 0.34210526315789475 0.75 -0.40789473684210525 0.39473684210526316 0.8157894736842105 -0.42105263157894735 0.40789473684210525 0.8289473684210527 -0.4210526315789474 0.4342105263157895 0.7631578947368421 -0.32894736842105265 0.3684210526315789 0.8421052631578947 -0.47368421052631576 0.3157894736842105 0.8026315789473685 -0.48684210526315796 0.35526315789473684 0.881578947368421 -0.5263157894736842 0.3684210526315789 0.8552631578947368 -0.4868421052631579 0.3684210526315789 0.8421052631578947 -0.47368421052631576 0.3157894736842105 0.75 -0.4342105263157895 0.32894736842105265 0.8421052631578947 -0.513157894736842 0.3684210526315789 0.7631578947368421 -0.3947368421052632 0.5131578947368421 0.8289473684210527 -0.3157894736842105 0.2631578947368421 0.8289473684210527 -0.5657894736842106 0.4605263157894737 0.8157894736842105 -0.35526315789473684 0.42105263157894735 0.8289473684210527 -0.4078947368421053 0.3684210526315789 0.8026315789473685 -0.43421052631578955 0.34210526315789475 0.8026315789473685 -0.46052631578947373 0.4473684210526316 0.8552631578947368 -0.40789473684210525 0.40789473684210525 0.8026315789473685 -0.3947368421052632 0.32894736842105265 0.75 -0.42105263157894735 0.42105263157894735 0.881578947368421 -0.4605263157894737 0.34210526315789475 0.7763157894736842 -0.43421052631578944 0.2631578947368421 0.7368421052631579 -0.47368421052631576 0.42105263157894735 0.8421052631578947 -0.42105263157894735 0.40789473684210525 0.8157894736842105 -0.40789473684210525 0.42105263157894735 0.8157894736842105 -0.39473684210526316 0.39473684210526316 0.868421052631579 -0.4736842105263158 0.42105263157894735 0.9078947368421053 -0.48684210526315796 0.39473684210526316 0.7894736842105263 -0.39473684210526316 0.40789473684210525 0.8552631578947368 -0.4473684210526316 0.4342105263157895 0.7763157894736842 -0.3421052631578947 0.39473684210526316 0.8157894736842105 -0.42105263157894735 0.35526315789473684 0.75 -0.39473684210526316 0.3684210526315789 0.868421052631579 -0.5 0.4605263157894737 0.8421052631578947 -0.381578947368421 0.3815789473684211 0.7631578947368421 -0.3815789473684211 0.2631578947368421 0.8026315789473685 -0.5394736842105263 0.40789473684210525 0.8157894736842105 -0.40789473684210525 0.39473684210526316 0.868421052631579 -0.4736842105263158 0.34210526315789475 0.8552631578947368 -0.513157894736842 0.35526315789473684 0.7763157894736842 -0.42105263157894735 0.32894736842105265 0.8289473684210527 -0.5 0.34210526315789475 0.8289473684210527 -0.4868421052631579 0.3684210526315789 0.7368421052631579 -0.3684210526315789 0.3684210526315789 0.8289473684210527 -0.46052631578947373 0.3815789473684211 0.8289473684210527 -0.4473684210526316 0.35526315789473684 0.8026315789473685 -0.44736842105263164 0.39473684210526316 0.8421052631578947 -0.4473684210526315 0.35526315789473684 0.8421052631578947 -0.48684210526315785 0.34210526315789475 0.7894736842105263 -0.4473684210526316 0.32894736842105265 0.7763157894736842 -0.4473684210526315 0.4605263157894737 0.8289473684210527 -0.368421052631579 0.3157894736842105 0.75 -0.4342105263157895 0.35526315789473684 0.7763157894736842 -0.42105263157894735 0.4605263157894737 0.8289473684210527 -0.368421052631579 0.40789473684210525 0.8552631578947368 -0.4473684210526316 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kcluster.labels_
array([51, 51, 28, 3, 3, 21, 3, 22, 51, 61, 3, 3, 21, 21, 58, 7, 7,
7, 50, 58, 50, 7, 50, 50, 53, 53, 58, 14, 53, 50, 51, 51, 22, 51,
51, 53, 29, 53, 53, 28, 22, 40, 7, 45, 29, 24, 7, 37, 6, 7, 7,
7, 7, 12, 64, 6, 6, 16, 37, 0, 24, 6, 16, 16, 22, 16, 14, 6,
6, 1, 6, 1, 37, 38, 10, 16, 12, 16, 55, 6, 38, 6, 6, 47, 38,
57, 38, 16, 47, 0, 16, 27, 6, 47, 6, 29, 38, 6, 27, 54, 27, 27,
54, 59, 38, 57, 38, 1, 47, 38, 1, 1, 11, 54, 27, 30, 27, 30, 29,
0, 24, 54, 27, 27, 2, 27, 2, 27, 54, 1, 1, 4, 59, 1, 11, 52,
30, 52, 30, 43, 10, 52, 10, 52, 44, 52, 52, 52, 52, 44, 52, 39, 11,
39, 54, 48, 1, 5, 11, 52, 11, 11, 1, 11, 48, 1, 17, 8, 1, 1,
10, 1, 8, 25, 48, 1, 1, 1, 1, 26, 1, 8, 8, 8, 8, 8, 8,
8, 8, 8, 1, 46, 13, 25, 46, 35, 48, 8, 46, 2, 48, 2, 46, 26,
11, 15, 11, 15, 62, 11, 5, 48, 26, 13, 2, 2, 2, 46, 15, 15, 32,
60, 34, 15, 26, 46, 10, 26, 48, 46, 15, 31, 15, 2, 2, 2, 13, 46,
5, 5, 15, 34, 15, 34, 15, 13, 15, 34, 42, 41, 15, 30, 15, 30, 30,
9, 63, 33, 33, 20, 15, 19, 33, 36, 19, 19, 19, 18, 18, 63, 19, 63,
32, 18, 9, 19, 33, 19, 9, 19, 15, 32, 19, 56, 9, 20, 30, 23, 30,
30, 49, 30, 19, 33, 18, 18, 9, 30, 19, 18, 30], dtype=int32)
sharks_clustered = shark_geo.copy()
sharks_clustered['klabel'] = kcluster.labels_
X_scaled_clustered = X_scaled.copy()
X_scaled_clustered['klabel'] = kcluster.labels_
sharks_clustered
| Location | State | Latitude | Longitude | geometry | Activity | Fatal | Species | Type | Year | klabel | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Country | |||||||||||
| USA | Coronado, San Diego County | California | 32.69 | -117.18 | POINT (-117.18310 32.68590) | 57 | 0 | 2 | 3 | 2020.00 | 51 |
| NEW ZEALAND | Pauanui Beach | North Island | -37.02 | 175.87 | POINT (175.86770 -37.01610) | 56 | 0 | 2 | 3 | 2020.00 | 51 |
| NEW ZEALAND | Stanmore Bay, Auckland | North Island | -36.63 | 174.73 | POINT (174.72560 -36.62640) | 24 | 0 | 2 | 1 | 2020.00 | 28 |
| USA | Sand Dollar Beach, Santa Cruz County | California | 35.92 | -121.47 | POINT (-121.46870 35.92320) | 56 | 1 | 2 | 3 | 2020.00 | 3 |
| AUSTRALIA | Salt Beach near Kingscliff | New South Wales | -28.28 | 153.58 | POINT (153.58040 -28.27770) | 56 | 1 | 2 | 3 | 2020.00 | 3 |
| AUSTRALIA | Cabarita Beach | New South Wales | -28.34 | 153.57 | POINT (153.57320 -28.34360) | 20 | 0 | 2 | 3 | 2020.00 | 21 |
| AUSTRALIA | Greenmount Beach, Coolangatta | Queensland | -28.16 | 153.55 | POINT (153.54760 -28.16400) | 56 | 1 | 2 | 3 | 2020.00 | 3 |
| AUSTRALIA | Forster | New South Wales | -32.18 | 152.51 | POINT (152.51170 -32.18060) | 17 | 0 | 2 | 4 | 2020.00 | 22 |
| AUSTRALIA | Shelly Beach, Port Macquarie | New South Wales | -33.37 | 151.49 | POINT (151.48590 -33.37000) | 56 | 0 | 2 | 3 | 2020.00 | 51 |
| AUSTRALIA | Tenth Island | Tasmania | -40.94 | 146.98 | POINT (146.98490 -40.94230) | 46 | 0 | 2 | 4 | 2020.00 | 61 |
| USA | Bailey Island, Cumberland County | Maine | 43.74 | -69.99 | POINT (-69.99410 43.73670) | 57 | 1 | 2 | 3 | 2020.00 | 3 |
| AUSTRALIA | Wilsons Headland | New South Wales | -29.86 | 153.27 | POINT (153.27150 -29.85930) | 56 | 1 | 2 | 3 | 2020.00 | 3 |
| AUSTRALIA | Stanley | Tasmania | -40.76 | 145.30 | POINT (145.29600 -40.75970) | 15 | 0 | 2 | 3 | 2020.00 | 21 |
| USA | Shelter Cove, Humboldt County | California | 40.03 | -124.07 | POINT (-124.07310 40.03040) | 24 | 0 | 2 | 3 | 2020.00 | 21 |
| ST MARTIN | Orient Beach | Caribbean | 18.09 | -63.02 | POINT (-63.01970 18.08750) | 57 | 1 | 1 | 3 | 2020.00 | 58 |
| USA | Neuse River, Craven County | North Carolina | 35.13 | -76.50 | POINT (-76.50380 35.13130) | 61 | 0 | 0 | 3 | 2020.00 | 7 |
| USA | Cocoa Beach, Brevard County | Florida | 28.32 | -80.61 | POINT (-80.60760 28.32000) | 56 | 0 | 0 | 3 | 2020.00 | 7 |
| USA | Cocoa Beach, Brevard County | Florida | 28.32 | -80.61 | POINT (-80.60760 28.32000) | 63 | 0 | 0 | 3 | 2018.00 | 7 |
| AUSTRALIA | Lucinda | Queensland | -18.53 | 146.33 | POINT (146.33200 -18.53130) | 48 | 0 | 0 | 3 | 2020.00 | 50 |
| USA | Honolua Bay | Hawaii | 21.01 | -156.64 | POINT (-156.63850 21.01390) | 56 | 1 | 1 | 3 | 2020.00 | 58 |
| USA | Homestead, Miami-Dade County | Florida | 25.46 | -80.33 | POINT (-80.33500 25.46150) | 37 | 0 | 0 | 3 | 2020.00 | 50 |
| USA | Melbourne Beach, Brevard County | Florida | 28.08 | -80.56 | POINT (-80.56060 28.07890) | 62 | 0 | 0 | 3 | 2020.00 | 7 |
| BAHAMAS | NoName Cay | Abaco Islands | 26.75 | -77.30 | POINT (-77.29650 26.74900) | 48 | 0 | 0 | 3 | 2020.00 | 50 |
| USA | Sombero Key Light, Monroe County | Florida | 24.63 | -81.11 | POINT (-81.10920 24.62870) | 47 | 0 | 0 | 3 | 2020.00 | 50 |
| USA | Wailea | Maui | 20.68 | -156.44 | POINT (-156.44300 20.68280) | 49 | 0 | 1 | 3 | 2020.00 | 53 |
| USA | Davidsons Beach, Kauai | Hawaii | 21.96 | -159.71 | POINT (-159.70890 21.96420) | 56 | 0 | 1 | 3 | 2020.00 | 53 |
| NEW CALEDONIA | Plateau de Ricaudy, Nouméa | South Province | -22.31 | 166.46 | POINT (166.45570 -22.31380) | 64 | 1 | 1 | 3 | 2020.00 | 58 |
| AUSTRALIA | Cable Beach | Western Australia | -17.93 | 122.21 | POINT (122.20960 -17.93200) | 3 | 1 | 1 | 3 | 2020.00 | 14 |
| NEW CALEDONIA | St. Vincent Bay | South Province | -21.96 | 166.12 | POINT (166.12040 -21.96500) | 47 | 0 | 1 | 3 | 2020.00 | 53 |
| USA | Key Biscayne | Florida | 25.69 | -80.16 | POINT (-80.16280 25.69370) | 48 | 0 | 0 | 3 | 2019.00 | 50 |
| USA | Sandspit Beach, Montaña de Oro State Park | California | 35.30 | -120.88 | POINT (-120.87500 35.30330) | 56 | 0 | 2 | 3 | 2019.00 | 51 |
| AUSTRALIA | Lighthouse Beach | New South Wales | -31.48 | 152.93 | POINT (152.92980 -31.47890) | 56 | 0 | 2 | 3 | 2019.00 | 51 |
| USA | Ship Rock near Catalina, Los Angeles County | California | 33.46 | -118.49 | POINT (-118.49170 33.46250) | 25 | 0 | 2 | 4 | 2019.00 | 22 |
| USA | North Salmon Creek Beach, Sonoma County | California | 38.36 | -123.07 | POINT (-123.06820 38.35920) | 56 | 0 | 2 | 3 | 2019.00 | 51 |
| NEW ZEALAND | Pitt Island or Chatham Island | Chatham Islands | -44.29 | -176.23 | POINT (-176.22600 -44.28990) | 44 | 0 | 2 | 3 | 2019.00 | 51 |
| USA | Cove Park, Kihei, Maui | Hawaii | 20.73 | -156.45 | POINT (-156.44990 20.72730) | 50 | 0 | 1 | 3 | 2019.00 | 53 |
| USA | Anaehoomalu Bay, Hawaii | Hawaii | 19.55 | -155.53 | POINT (-155.53350 19.54580) | 25 | 0 | 1 | 3 | 2019.00 | 29 |
| FIJI | Beqa | Oceania | -18.38 | 178.12 | POINT (178.11940 -18.38280) | 44 | 0 | 1 | 3 | 2019.00 | 53 |
| AUSTRALIA | Off Airlie Beach, Whitsundays | Queensland | -20.27 | 148.72 | POINT (148.71560 -20.26780) | 47 | 0 | 1 | 3 | 2019.00 | 53 |
| AUSTRALIA | Shellharbour | New South Wales | -34.58 | 150.87 | POINT (150.86670 -34.58330) | 15 | 0 | 2 | 1 | 2019.00 | 28 |
| SOUTH AFRICA | East London | Eastern Cape Province | -33.03 | 27.85 | POINT (27.85460 -33.02920) | 28 | 0 | 2 | 4 | 2019.00 | 22 |
| REUNION ISLAND | L’Hermitage Lagoon | Saint-Gilles | -21.08 | 55.22 | POINT (55.22230 -21.07950) | 47 | 1 | 1 | 2 | 2019.00 | 40 |
| USA | Wilmington River, Chatham County | Georgia | 31.96 | -81.00 | POINT (-81.00440 31.95520) | 57 | 0 | 0 | 3 | 2019.00 | 7 |
| AUSTRALIA | Samurai Beach | New South Wales | -32.77 | 152.12 | POINT (152.12420 -32.76780) | 2 | 0 | 0 | 3 | 2018.00 | 45 |
| MALDIVES | Madoogali | Alifu Alifu Atoll | 4.10 | 72.75 | POINT (72.75290 4.09600) | 15 | 0 | 1 | 3 | 2018.00 | 29 |
| EGYPT | Marsa Alam | Red Sea | 25.07 | 34.88 | POINT (34.87900 25.06760) | 47 | 1 | 1 | 3 | 2018.00 | 24 |
| AUSTRALIA | Surf Beach, Kiama | New South Wales | -34.68 | 150.85 | POINT (150.85420 -34.67690) | 63 | 0 | 0 | 3 | 2018.00 | 7 |
| AUSTRALIA | Martin Islet | New South Wales | -34.49 | 150.94 | POINT (150.93780 -34.49430) | 21 | 0 | 2 | 3 | 2018.00 | 37 |
| AUSTRALIA | Little Congwong Beach, La Perouse | New South Wales | -33.99 | 151.24 | POINT (151.23840 -33.99160) | 57 | 0 | 2 | 3 | 2018.00 | 6 |
| AUSTRALIA | Cone Bay | Western Australia | -16.47 | 123.54 | POINT (123.53530 -16.46830) | 48 | 0 | 0 | 3 | 2018.00 | 7 |
| NEW CALEDONIA | Nouvelle | Oceania | -20.90 | 165.62 | POINT (165.61800 -20.90430) | 48 | 0 | 0 | 3 | 2018.00 | 7 |
| BAHAMAS | Bimini | Bahamas | 25.73 | -79.25 | POINT (-79.25000 25.73330) | 57 | 0 | 0 | 3 | 2018.00 | 7 |
| THAILAND | Sai Noi Beach | Hua Hin | 12.57 | 99.96 | POINT (99.95770 12.56840) | 57 | 0 | 0 | 3 | 2018.00 | 7 |
| MEXICO | La Ticla | Colima | 18.45 | -103.55 | POINT (-103.55410 18.45440) | 21 | 0 | 1 | 1 | 2018.00 | 12 |
| USA | Newcomb Hollow Beach, Wellfleet, Barnstable Co... | Massachusetts | 41.96 | -70.00 | POINT (-69.99650 41.96320) | 5 | 1 | 2 | 3 | 2018.00 | 64 |
| AUSTRALIA | South Point, Gracetown | Western Australia | -33.86 | 114.98 | POINT (114.97680 -33.86450) | 56 | 0 | 2 | 3 | 2018.00 | 6 |
| USA | Longnook Beach, Truro, Barnstable County | Massachusetts | 42.02 | -70.04 | POINT (-70.03700 42.02090) | 57 | 0 | 2 | 3 | 2018.00 | 6 |
| BAHAMAS | Nirvana Beach | New Providence | 25.06 | -77.49 | POINT (-77.48840 25.06370) | 56 | 0 | 1 | 3 | 2018.00 | 16 |
| USA | Beacons Beach, San Diego County | California | 33.07 | -117.30 | POINT (-117.30470 33.06520) | 8 | 0 | 2 | 3 | 2018.00 | 37 |
| AUSTRALIA | Moffat Beach | Queensland | -26.80 | 153.13 | POINT (153.13330 -26.80000) | 25 | 0 | 1 | 4 | 2018.00 | 0 |
| BRAZIL | Piedade Beach, Recife | Pernambuco | -8.17 | -34.92 | POINT (-34.91550 -8.17210) | 57 | 1 | 1 | 3 | 2018.00 | 24 |
| NEW ZEALAND | Baylys Beach | North Island | -35.95 | 173.75 | POINT (173.74690 -35.95170) | 56 | 0 | 2 | 3 | 2018.00 | 6 |
| COSTA RICA | Manuelita | Cocos Island | 5.56 | -87.05 | POINT (-87.04770 5.56130) | 44 | 0 | 1 | 3 | 2018.00 | 16 |
| USA | Pounders Beach, Oahu | Hawaii | 21.66 | -157.92 | POINT (-157.92040 21.66327) | 50 | 0 | 1 | 3 | 2018.00 | 16 |
| USA | Oceanside, San Diego County | California | 33.20 | -117.38 | POINT (-117.37950 33.19590) | 36 | 0 | 2 | 4 | 2018.00 | 22 |
| USA | Kukio Beach | Hawaii | 19.82 | -156.00 | POINT (-156.00080 19.82310) | 50 | 0 | 1 | 3 | 2018.00 | 16 |
| MEXICO | Southeast of Puerto Peñasco | Sonora | 31.32 | -113.54 | POINT (-113.53800 31.31720) | 8 | 1 | 1 | 3 | 2018.00 | 14 |
| SOUTH AFRICA | St. Francis Bay | Eastern Cape Province | -34.16 | 24.82 | POINT (24.82410 -34.16050) | 56 | 0 | 2 | 3 | 2018.00 | 6 |
| SOUTH AFRICA | Robberg Beach, Plettenberg Bay | Western Cape Province | -34.08 | 23.37 | POINT (23.37220 -34.07600) | 55 | 0 | 2 | 3 | 2018.00 | 6 |
| SOUTH AFRICA | Robberg Beach, Plettenberg Bay | Western Cape Province | -34.08 | 23.37 | POINT (23.37220 -34.07600) | 55 | 0 | 2 | 3 | 2016.00 | 1 |
| SOUTH AFRICA | Robberg Beach, Plettenberg Bay | Western Cape Province | -34.08 | 23.37 | POINT (23.37220 -34.07580) | 55 | 0 | 2 | 3 | 2018.00 | 6 |
| SOUTH AFRICA | Robberg Beach, Plettenberg Bay | Western Cape Province | -34.08 | 23.37 | POINT (23.37220 -34.07580) | 55 | 0 | 2 | 3 | 2016.00 | 1 |
| SOUTH AFRICA | Tinley Manor | KwaZulu-Natal | -29.45 | 31.28 | POINT (31.28330 -29.45000) | 15 | 0 | 2 | 3 | 2018.00 | 37 |
| USA | Humboldt County | California | 40.74 | -124.08 | POINT (-124.07840 40.74500) | 15 | 0 | 2 | 4 | 2018.00 | 38 |
| AUSTRALIA | Point Casuarina, Bunbury | Western Australia | -33.32 | 115.63 | POINT (115.63330 -33.31660) | 3 | 0 | 2 | 3 | 2017.00 | 10 |
| BAHAMAS | Athol Island | New Providence | 25.08 | -77.27 | POINT (-77.27180 25.07830) | 47 | 0 | 1 | 3 | 2017.00 | 16 |
| MEXICO | Sánchez Magallanes, Cárdenas | Tabasco | 18.30 | -93.86 | POINT (-93.86170 18.29530) | 15 | 0 | 1 | 1 | 2017.00 | 12 |
| USA | Davidsons Beach, Kekaha, Kauai | Hawaii | 21.96 | -159.71 | POINT (-159.70890 21.96420) | 56 | 0 | 1 | 3 | 2017.00 | 16 |
| CUBA | Guardalavaca Beach | Holquin Province | 21.12 | -75.84 | POINT (-75.83870 21.12210) | 34 | 1 | 1 | 3 | 2017.00 | 55 |
| AUSTRALIA | Cathedral Rock | Victoria | -37.47 | 144.79 | POINT (144.78520 -37.47130) | 56 | 0 | 2 | 3 | 2017.00 | 6 |
| USA | Between Pescadero Point & Bean Hollow Beach, S... | California | 37.24 | -122.42 | POINT (-122.41780 37.23960) | 15 | 0 | 2 | 4 | 2017.00 | 38 |
| USA | South Beach, Westport, Grays Harbor County | Washington | 46.89 | -124.13 | POINT (-124.13120 46.89380) | 56 | 0 | 2 | 3 | 2017.00 | 6 |
| SOUTH AFRICA | Nahoon Reef, East London | Eastern Cape Province | -33.00 | 27.95 | POINT (27.95140 -32.99580) | 56 | 0 | 2 | 3 | 2017.00 | 6 |
| USA | Seal Rock, Goleta Beach, Santa Barbara | California | 34.90 | -120.67 | POINT (-120.67320 34.89970) | 40 | 0 | 2 | 3 | 2017.00 | 47 |
| USA | Monterey Bay | California | 36.80 | -121.95 | POINT (-121.94730 36.80070) | 25 | 0 | 2 | 4 | 2017.00 | 38 |
| AUSTRALIA | Kelpies near Wylie Bay | Western Australia | -33.83 | 122.00 | POINT (121.99710 -33.83250) | 56 | 1 | 2 | 3 | 2017.00 | 57 |
| USA | Santa Cruz, Santa Cruz County | California | 36.97 | -122.03 | POINT (-122.03080 36.97410) | 25 | 0 | 2 | 4 | 2017.00 | 38 |
| USA | Kekaha Beach, Kauai | Hawaii | 21.97 | -159.73 | POINT (-159.73040 21.97170) | 56 | 0 | 1 | 3 | 2017.00 | 16 |
| USA | Marconi Beach, Wellfleet, Barnstable County | Massachusetts | 41.89 | -69.96 | POINT (-69.96110 41.89180) | 40 | 0 | 2 | 3 | 2017.00 | 47 |
| SOUTH AFRICA | Eastmoor Crescent Beach | KwaZulu-Natal | -29.88 | 31.05 | POINT (31.04990 -29.88330) | 15 | 0 | 1 | 4 | 2017.00 | 0 |
| USA | Hultins Beach, Oahu | Hawaii | 21.44 | -158.00 | POINT (-158.00010 21.43890) | 56 | 0 | 1 | 3 | 2017.00 | 16 |
| USA | Haulover Beach, Miami-Dade County | Florida | 25.91 | -80.12 | POINT (-80.12350 25.91140) | 57 | 0 | 0 | 3 | 2017.00 | 27 |
| USA | Stillwater Cove, Monterey County | California | 36.56 | -121.94 | POINT (-121.94230 36.56390) | 48 | 0 | 2 | 3 | 2017.00 | 6 |
| AUSTRALIA | Normanville | South Australia | -35.45 | 138.32 | POINT (138.32160 -35.44640) | 27 | 0 | 2 | 3 | 2017.00 | 47 |
| AUSTRALIA | Iluka Beach | New South Wales | -29.41 | 153.36 | POINT (153.36470 -29.41200) | 56 | 0 | 2 | 3 | 2017.00 | 6 |
| USA | Off Jupiter | Florida | 26.93 | -80.09 | POINT (-80.09420 26.93420) | 12 | 0 | 1 | 3 | 2017.00 | 29 |
| USA | Stearns Wharf, Santa Barbara | California | 34.41 | -119.69 | POINT (-119.68560 34.41000) | 25 | 0 | 2 | 4 | 2017.00 | 38 |
| AUSTRALIA | Gracetown | Western Australia | -33.86 | 114.99 | POINT (114.98820 -33.86420) | 56 | 0 | 2 | 3 | 2017.00 | 6 |
| INDONESIA | Balian Beach | Bali | -8.50 | 114.97 | POINT (114.96560 -8.50310) | 56 | 0 | 0 | 3 | 2017.00 | 27 |
| AUSTRALIA | Mauds Point | Western Australia | -23.12 | 113.76 | POINT (113.76150 -23.12060) | 47 | 0 | 0 | 3 | 2017.00 | 54 |
| USA | Destin, Okaloosa County | Florida | 30.39 | -86.50 | POINT (-86.49580 30.39350) | 57 | 0 | 0 | 3 | 2017.00 | 27 |
| USA | Burkes Beach, Hilton Head, Beaufort County | South Carolina | 32.19 | -80.70 | POINT (-80.69770 32.19410) | 57 | 0 | 0 | 3 | 2017.00 | 27 |
| AUSTRALIA | Boot Reef, Torres Strait | Queensland | -10.00 | 144.67 | POINT (144.66670 -10.00000) | 43 | 0 | 0 | 3 | 2017.00 | 54 |
| USA | Maui | Hawaii | 20.80 | -156.33 | POINT (-156.33190 20.79840) | 41 | 0 | 1 | 3 | 2016.00 | 59 |
| USA | Capitola, Santa Cruz County | California | 36.98 | -121.95 | POINT (-121.95330 36.97520) | 16 | 0 | 2 | 4 | 2016.00 | 38 |
| AUSTRALIA | Falcon Beach, Mandurah | Western Australia | -32.58 | 115.65 | POINT (115.65240 -32.58010) | 56 | 1 | 2 | 3 | 2016.00 | 57 |
| USA | Off Palos Verdes peninsula, Los Angeles County | California | 33.77 | -118.35 | POINT (-118.34920 33.76840) | 16 | 0 | 2 | 4 | 2016.00 | 38 |
| USA | Refugio State Beach, Santa Barbara County | California | 34.46 | -120.07 | POINT (-120.07010 34.46320) | 48 | 0 | 2 | 3 | 2016.00 | 1 |
| USA | Surfside, Orange County | California | 33.73 | -118.08 | POINT (-118.08190 33.72710) | 31 | 0 | 2 | 3 | 2016.00 | 47 |
| AUSTRALIA | Near Albany | Western Australia | -35.03 | 117.88 | POINT (117.88370 -35.02690) | 21 | 0 | 2 | 4 | 2016.00 | 38 |
| AUSTRALIA | Lighthouse Beach, Ballina | New South Wales | -28.87 | 153.59 | POINT (153.58990 -28.87260) | 56 | 0 | 2 | 3 | 2016.00 | 1 |
| SOUTH AFRICA | Ryspunt | Western Cape Province | -34.36 | 20.19 | POINT (20.19450 -34.36330) | 48 | 0 | 2 | 3 | 2016.00 | 1 |
| USA | Makaha, Oahu | Hawaii | 21.46 | -158.22 | POINT (-158.22060 21.46340) | 57 | 0 | 1 | 3 | 2016.00 | 11 |
| USA | Off Singer Island, Palm Beach County | Florida | 26.79 | -80.04 | POINT (-80.03750 26.78510) | 48 | 0 | 0 | 3 | 2016.00 | 54 |
| INDONESIA | Balian | Bali | -8.50 | 114.97 | POINT (114.96560 -8.50310) | 56 | 0 | 0 | 3 | 2016.00 | 27 |
| INDONESIA | Balian | Bali | -8.50 | 114.97 | POINT (114.96560 -8.50310) | 56 | 0 | 0 | 3 | 2011.00 | 30 |
| INDONESIA | Balian | Bali | -8.34 | 115.09 | POINT (115.09200 -8.34050) | 56 | 0 | 0 | 3 | 2016.00 | 27 |
| INDONESIA | Balian | Bali | -8.34 | 115.09 | POINT (115.09200 -8.34050) | 56 | 0 | 0 | 3 | 2011.00 | 30 |
| USA | Kamaole Beach Park I, Maui | Hawaii | 20.72 | -156.45 | POINT (-156.44790 20.72220) | 19 | 0 | 1 | 3 | 2016.00 | 29 |
| USA | 8 miles off Mobile | Alabama | 30.70 | -88.04 | POINT (-88.03990 30.69540) | 15 | 0 | 1 | 4 | 2016.00 | 0 |
| NEW CALEDONIA | Poe Beach | Grand Terre | -21.61 | 165.40 | POINT (165.40100 -21.61210) | 63 | 1 | 1 | 3 | 2016.00 | 24 |
| BAHAMAS | Green Turtle Cay | Abaco Islands | 26.77 | -77.33 | POINT (-77.32960 26.77470) | 48 | 0 | 0 | 3 | 2016.00 | 54 |
| REUNION | Boucan Canot | Saint-Paul | -21.03 | 55.23 | POINT (55.22730 -21.03160) | 56 | 0 | 0 | 3 | 2016.00 | 27 |
| USA | New Smyrna Beach, Volusia County | Florida | 29.03 | -80.93 | POINT (-80.92700 29.02580) | 56 | 0 | 0 | 3 | 2016.00 | 27 |
| USA | New Smyrna Beach, Volusia County | Florida | 29.03 | -80.93 | POINT (-80.92700 29.02580) | 56 | 0 | 0 | 3 | 2013.00 | 2 |
| USA | New Smyrna Beach, Volusia County | Florida | 29.03 | -80.93 | POINT (-80.92700 29.02580) | 56 | 0 | 0 | 3 | 2016.00 | 27 |
| USA | New Smyrna Beach, Volusia County | Florida | 29.03 | -80.93 | POINT (-80.92700 29.02580) | 56 | 0 | 0 | 3 | 2013.00 | 2 |
| USA | St. Petersburg, Pinellas County | Florida | 27.77 | -82.64 | POINT (-82.64030 27.76760) | 57 | 0 | 0 | 3 | 2016.00 | 27 |
| USA | Off Surfside | Texas | 28.95 | -95.29 | POINT (-95.28750 28.95170) | 48 | 0 | 0 | 3 | 2016.00 | 54 |
| SOUTH AFRICA | Keurbooms Lagoon, Plettenberg Bay | Western Cape Province | -34.04 | 23.38 | POINT (23.37820 -34.03800) | 54 | 0 | 2 | 3 | 2016.00 | 1 |
| AUSTRALIA | Booti Booti National Park | New South Wales | -32.31 | 152.52 | POINT (152.51790 -32.31270) | 56 | 0 | 2 | 3 | 2016.00 | 1 |
| MEXICO | Guadalupe Island | Baja California | 29.05 | -118.28 | POINT (-118.27610 29.05250) | 6 | 0 | 2 | 0 | 2016.00 | 4 |
| USA | Wailea Beach, Maui | Hawaii | 20.68 | -156.44 | POINT (-156.44300 20.68280) | 35 | 0 | 1 | 3 | 2016.00 | 59 |
| SOUTH AFRICA | Stil Bay | Western Cape Province | -34.36 | 21.43 | POINT (21.43360 -34.36420) | 56 | 0 | 2 | 3 | 2015.00 | 1 |
| BRAZIL | Fernano de Noronha | Pernambuco | -3.86 | -32.43 | POINT (-32.42970 -3.85760) | 44 | 0 | 1 | 3 | 2015.00 | 11 |
| REUNION | Saint-Leu | Saint-Paul | -21.17 | 55.29 | POINT (55.28790 -21.17480) | 56 | 0 | 0 | 3 | 2015.00 | 52 |
| REUNION | Saint-Leu | Saint-Paul | -21.17 | 55.29 | POINT (55.28790 -21.17480) | 56 | 0 | 0 | 3 | 2012.00 | 30 |
| REUNION | Saint-Leu | Saint-Paul | -21.17 | 55.29 | POINT (55.28790 -21.17480) | 56 | 0 | 0 | 3 | 2015.00 | 52 |
| REUNION | Saint-Leu | Saint-Paul | -21.17 | 55.29 | POINT (55.28790 -21.17480) | 56 | 0 | 0 | 3 | 2012.00 | 30 |
| AUSTRALIA | Nerang River, Surfers Paradise | Queensland | -28.00 | 153.43 | POINT (153.42960 -28.00070) | 39 | 0 | 0 | 4 | 2015.00 | 43 |
| AUSTRALIA | East Ballina | New South Wales | -28.85 | 153.59 | POINT (153.58650 -28.85370) | 4 | 0 | 2 | 3 | 2015.00 | 10 |
| AUSTRALIA | East Ballina | New South Wales | -28.85 | 153.59 | POINT (153.58650 -28.85370) | 56 | 0 | 0 | 3 | 2015.00 | 52 |
| AUSTRALIA | East Ballina | New South Wales | -28.85 | 153.59 | POINT (153.58650 -28.85370) | 4 | 0 | 2 | 3 | 2015.00 | 10 |
| AUSTRALIA | East Ballina | New South Wales | -28.85 | 153.59 | POINT (153.58650 -28.85370) | 56 | 0 | 0 | 3 | 2015.00 | 52 |
| BAHAMAS | Off Andros Island | Bahamas | 24.71 | -78.02 | POINT (-78.01950 24.70640) | 33 | 0 | 0 | 3 | 2015.00 | 44 |
| USA | Oak Island, Brunswick County | North Carolina | 33.92 | -78.16 | POINT (-78.16080 33.92040) | 62 | 0 | 0 | 3 | 2015.00 | 52 |
| USA | Oak Island, Brunswick County | North Carolina | 33.92 | -78.16 | POINT (-78.16080 33.92040) | 62 | 0 | 0 | 3 | 2015.00 | 52 |
| USA | Oak Island, Brunswick County | North Carolina | 33.92 | -78.16 | POINT (-78.16080 33.92040) | 62 | 0 | 0 | 3 | 2015.00 | 52 |
| USA | Oak Island, Brunswick County | North Carolina | 33.92 | -78.16 | POINT (-78.16080 33.92040) | 62 | 0 | 0 | 3 | 2015.00 | 52 |
| USA | Lori Wilson Park, Cocoa Beach, Brevard County | Florida | 28.34 | -80.61 | POINT (-80.60950 28.33710) | 37 | 0 | 0 | 3 | 2015.00 | 44 |
| REUNION | Folette | Le Port | -20.94 | 55.30 | POINT (55.30330 -20.94440) | 56 | 0 | 0 | 3 | 2015.00 | 52 |
| NEW CALEDONIA | Kouare | Oceania | -20.90 | 165.62 | POINT (165.61800 -20.90430) | 47 | 1 | 0 | 3 | 2015.00 | 39 |
| USA | Hapuna Beach | Hawaii | 19.99 | -155.83 | POINT (-155.82570 19.99230) | 52 | 0 | 1 | 3 | 2015.00 | 11 |
| REUNION | Cap Homard | Saint-Gilles-les-Bains | -21.04 | 55.22 | POINT (55.21710 -21.03680) | 56 | 1 | 0 | 3 | 2015.00 | 39 |
| USA | 3 miles off Jupiter, Palm Beach County | Florida | 26.93 | -80.09 | POINT (-80.09420 26.93420) | 48 | 0 | 0 | 3 | 2015.00 | 54 |
| SOUTH AFRICA | Westbrook Beach | KwaZulu-Natal | -29.59 | 31.17 | POINT (31.17130 -29.59120) | 15 | 0 | 2 | 4 | 2015.00 | 48 |
| USA | Morro Strand State Beach, San Luis Obispo County | California | 35.39 | -120.87 | POINT (-120.86640 35.39180) | 56 | 0 | 2 | 3 | 2015.00 | 1 |
| REUNION | Ravine Mula | d’Étang-Salé | -21.25 | 55.37 | POINT (55.36970 -21.24980) | 57 | 1 | 1 | 3 | 2015.00 | 5 |
| FIJI | Fiji | Oceania | -17.71 | 178.06 | POINT (178.06500 -17.71340) | 48 | 0 | 1 | 3 | 2015.00 | 11 |
| USA | Rodanthe, Dare County | North Carolina | 35.60 | -75.47 | POINT (-75.46560 35.60040) | 57 | 0 | 0 | 3 | 2015.00 | 52 |
| USA | Leftovers, Oahu | Hawaii | 21.44 | -158.00 | POINT (-158.00010 21.43890) | 56 | 0 | 1 | 3 | 2015.00 | 11 |
| USA | Lanikai Beach, Kailua, Oahu | Hawaii | 21.39 | -157.72 | POINT (-157.71510 21.39250) | 57 | 0 | 1 | 3 | 2015.00 | 11 |
| AUSTRALIA | Hallidays Point | New South Wales | -32.07 | 152.51 | POINT (152.51500 -32.06840) | 55 | 0 | 2 | 3 | 2015.00 | 1 |
| USA | Upolu Point, North Kohala, Big Island | Hawaii | 20.27 | -155.85 | POINT (-155.85450 20.26900) | 48 | 0 | 1 | 3 | 2015.00 | 11 |
| AUSTRALIA | Lake Macquarie | New South Wales | -33.03 | 151.56 | POINT (151.56030 -33.03110) | 15 | 0 | 2 | 4 | 2015.00 | 48 |
| USA | El Pescador Beach, Los Angeles County | California | 34.04 | -118.89 | POINT (-118.89210 34.04040) | 50 | 0 | 2 | 3 | 2015.00 | 1 |
| AUSTRALIA | Denmark | Western Australia | -34.96 | 117.35 | POINT (117.35070 -34.96180) | 56 | 0 | 2 | 0 | 2015.00 | 17 |
| USA | Horseshoe Rock, Santa Barbara County | California | 34.42 | -119.70 | POINT (-119.69820 34.42080) | 24 | 0 | 2 | 4 | 2015.00 | 8 |
| AUSTRALIA | Saltwater Beach | New South Wales | -32.01 | 152.56 | POINT (152.56290 -32.01080) | 56 | 0 | 2 | 3 | 2015.00 | 1 |
| SOUTH AFRICA | Lookout Beach, Plettenberg Bay | Western Cape Province | -34.05 | 23.38 | POINT (23.37760 -34.05060) | 56 | 0 | 2 | 3 | 2015.00 | 1 |
| SOUTH AFRICA | Buffels Bay near Knysna | Western Cape Province | -34.08 | 22.97 | POINT (22.97310 -34.08330) | 1 | 0 | 2 | 3 | 2015.00 | 10 |
| AUSTRALIA | Belongil Beach, Byron Bay | New South Wales | -28.63 | 153.60 | POINT (153.60030 -28.63370) | 54 | 0 | 2 | 3 | 2015.00 | 1 |
| SOUTH AFRICA | Yellow Sands Point | Eastern Cape Province | -32.91 | 28.08 | POINT (28.07980 -32.90970) | 23 | 0 | 2 | 4 | 2015.00 | 8 |
| ATLANTIC OCEAN | Atlantic Ocean | Atlantic Ocean | 14.26 | -43.45 | POINT (-43.44982 14.25760) | 60 | 0 | 2 | 4 | 2015.00 | 25 |
| USA | Off Panama City | Florida | 30.16 | -85.66 | POINT (-85.66020 30.15880) | 15 | 0 | 2 | 4 | 2015.00 | 48 |
| AUSTRALIA | Fishery Bay | South Australia | -34.91 | 135.69 | POINT (135.68610 -34.91420) | 56 | 0 | 2 | 3 | 2015.00 | 1 |
| AUSTRALIA | Lennox Head | New South Wales | -28.80 | 153.58 | POINT (153.58330 -28.80000) | 56 | 0 | 2 | 3 | 2015.00 | 1 |
| USA | Huntington Beach, Orange County | California | 33.66 | -118.00 | POINT (-117.99880 33.65950) | 56 | 0 | 2 | 3 | 2015.00 | 1 |
| SOUTH AFRICA | Jeffreys Bay | Eastern Cape Province | -34.05 | 24.91 | POINT (24.91020 -34.05070) | 56 | 0 | 2 | 3 | 2015.00 | 1 |
| AUSTRALIA | Lachan Island, Mercury Passage | Tasmania | -42.38 | 147.58 | POINT (147.58120 -42.38240) | 42 | 1 | 2 | 3 | 2015.00 | 26 |
| AUSTRALIA | Evans Head | New South Wales | -29.11 | 153.42 | POINT (153.42170 -29.10860) | 56 | 0 | 2 | 3 | 2015.00 | 1 |
| USA | Santa Barbara County | California | 34.42 | -119.70 | POINT (-119.69820 34.42080) | 23 | 0 | 2 | 4 | 2015.00 | 8 |
| USA | Santa Barbara County | California | 34.42 | -119.70 | POINT (-119.69820 34.42080) | 25 | 0 | 2 | 4 | 2014.00 | 8 |
| USA | Santa Barbara County | California | 34.42 | -119.70 | POINT (-119.69820 34.42080) | 26 | 0 | 2 | 4 | 2014.00 | 8 |
| USA | Santa Barbara County | California | 34.42 | -119.70 | POINT (-119.69820 34.42080) | 23 | 0 | 2 | 4 | 2015.00 | 8 |
| USA | Santa Barbara County | California | 34.42 | -119.70 | POINT (-119.69820 34.42080) | 25 | 0 | 2 | 4 | 2014.00 | 8 |
| USA | Santa Barbara County | California | 34.42 | -119.70 | POINT (-119.69820 34.42080) | 26 | 0 | 2 | 4 | 2014.00 | 8 |
| USA | Santa Barbara County | California | 34.42 | -119.70 | POINT (-119.69820 34.42080) | 23 | 0 | 2 | 4 | 2015.00 | 8 |
| USA | Santa Barbara County | California | 34.42 | -119.70 | POINT (-119.69820 34.42080) | 25 | 0 | 2 | 4 | 2014.00 | 8 |
| USA | Santa Barbara County | California | 34.42 | -119.70 | POINT (-119.69820 34.42080) | 26 | 0 | 2 | 4 | 2014.00 | 8 |
| USA | Morro Bay, San Luis Obispo County | California | 35.37 | -120.85 | POINT (-120.85000 35.36590) | 56 | 0 | 2 | 3 | 2015.00 | 1 |
| SOUTH AFRICA | Muizenberg | Western Cape Province | -34.09 | 18.50 | POINT (18.49590 -34.08990) | 56 | 0 | 2 | 3 | 2014.00 | 46 |
| USA | Katrina Cut, Dauphin Island, Mobile County | Alabama | 30.26 | -88.08 | POINT (-88.08490 30.25550) | 16 | 0 | 0 | 3 | 2014.00 | 13 |
| SOUTH AFRICA | South Africa | South Africa | -30.56 | 22.94 | POINT (22.93750 -30.55950) | 45 | 0 | 2 | 4 | 2014.00 | 25 |
| AUSTRALIA | Elliston, Eyre Peninsula | South Australia | -33.65 | 134.89 | POINT (134.88860 -33.64520) | 56 | 0 | 2 | 3 | 2014.00 | 46 |
| USA | Manhattan Beach, Los Angeles County | California | 33.88 | -118.41 | POINT (-118.41090 33.88470) | 57 | 0 | 2 | 1 | 2014.00 | 35 |
| AUSTRALIA | Fremantle | Western Australia | -32.05 | 115.76 | POINT (115.75800 -32.05340) | 15 | 0 | 2 | 4 | 2014.00 | 48 |
| USA | Manomet Point, Plymouth, Plymouth County | Massachusetts | 41.92 | -70.56 | POINT (-70.56210 41.91610) | 26 | 0 | 2 | 4 | 2014.00 | 8 |
| AUSTRALIA | Kelpids Beach, Wylie Bay, Esperance | Western Australia | -33.83 | 122.00 | POINT (121.99710 -33.83250) | 56 | 0 | 2 | 3 | 2014.00 | 46 |
| USA | Hilton Head Island, Beaufort County | South Carolina | 32.22 | -80.75 | POINT (-80.75260 32.21630) | 53 | 0 | 0 | 3 | 2014.00 | 2 |
| NEW ZEALAND | Stewart Island | Southland | -47.00 | 167.84 | POINT (167.84000 -47.00000) | 14 | 0 | 2 | 4 | 2014.00 | 48 |
| USA | Lake Ponchartain off Southshore Harbor, New Or... | Louisiana | 30.04 | -90.02 | POINT (-90.01560 30.03810) | 57 | 0 | 0 | 3 | 2014.00 | 2 |
| USA | Montaña de Oro State Park, San Luis Obispo Cou... | California | 35.27 | -120.89 | POINT (-120.88680 35.27230) | 56 | 0 | 2 | 3 | 2014.00 | 46 |
| AUSTRALIA | Tathra | New South Wales | -36.74 | 149.97 | POINT (149.96740 -36.73600) | 57 | 1 | 2 | 3 | 2014.00 | 26 |
| USA | Kihei, Maui | Hawaii | 20.76 | -156.44 | POINT (-156.44500 20.76440) | 50 | 0 | 1 | 3 | 2014.00 | 11 |
| USA | Kihei, Maui | Hawaii | 20.76 | -156.44 | POINT (-156.44500 20.76440) | 47 | 0 | 1 | 3 | 2012.00 | 15 |
| USA | Kihei, Maui | Hawaii | 20.76 | -156.44 | POINT (-156.44500 20.76440) | 50 | 0 | 1 | 3 | 2014.00 | 11 |
| USA | Kihei, Maui | Hawaii | 20.76 | -156.44 | POINT (-156.44500 20.76440) | 47 | 0 | 1 | 3 | 2012.00 | 15 |
| USA | Apalachicola Bay | Florida | 26.67 | -85.00 | POINT (-85.00260 26.67180) | 18 | 0 | 0 | 1 | 2014.00 | 62 |
| USA | North Kohala, Hawaii County | Hawaii | 19.54 | -155.67 | POINT (-155.66590 19.54290) | 56 | 0 | 1 | 3 | 2014.00 | 11 |
| AUSTRALIA | Rudder Reef | Queensland | -16.19 | 145.70 | POINT (145.69900 -16.19420) | 48 | 1 | 1 | 3 | 2014.00 | 5 |
| USA | Franklin Point, San Mateo County | California | 37.15 | -122.36 | POINT (-122.36050 37.14970) | 0 | 0 | 2 | 4 | 2014.00 | 48 |
| AUSTRALIA | Three Stripes near Cheynes Beach | Western Australia | -34.87 | 118.40 | POINT (118.39630 -34.87410) | 48 | 1 | 2 | 3 | 2014.00 | 26 |
| AUSTRALIA | Nerang River near Chevron Island | Queensland | -28.00 | 153.42 | POINT (153.41980 -27.99730) | 13 | 0 | 0 | 3 | 2014.00 | 13 |
| USA | Fort Lauderdale | Florida | 26.12 | -80.14 | POINT (-80.13730 26.12240) | 57 | 0 | 0 | 3 | 2014.00 | 2 |
| BAHAMAS | Grand Bahamas | Bahamas | 26.66 | -78.52 | POINT (-78.52070 26.65940) | 48 | 0 | 0 | 3 | 2014.00 | 2 |
| USA | 3 to 4 miles west of Indian Pass, Gulf County | Florida | 29.69 | -85.26 | POINT (-85.26440 29.69050) | 51 | 0 | 0 | 3 | 2014.00 | 2 |
| SOUTH AFRICA | Die Platt | Western Cape Province | -33.23 | 21.86 | POINT (21.85690 -33.22780) | 56 | 0 | 2 | 3 | 2013.00 | 46 |
| USA | Pila'a Beach, Kauai | Hawaii | 22.21 | -159.37 | POINT (-159.36870 22.21020) | 56 | 0 | 1 | 3 | 2013.00 | 15 |
| USA | Pila'a Beach, Kauai | Hawaii | 22.21 | -159.37 | POINT (-159.36870 22.21020) | 56 | 0 | 1 | 3 | 2013.00 | 15 |
| USA | Kanaha Beach, Maui | Hawaii | 20.90 | -156.44 | POINT (-156.44060 20.89970) | 32 | 0 | 1 | 3 | 2013.00 | 32 |
| AUSTRALIA | Riecks Point, Campbells Beach | New South Wales | -30.24 | 153.15 | POINT (153.15220 -30.23790) | 3 | 1 | 1 | 3 | 2013.00 | 60 |
| USA | Ninole Bay, Hawaii County | Hawaii | 19.13 | -155.51 | POINT (-155.50940 19.12830) | 5 | 0 | 1 | 3 | 2013.00 | 34 |
| MEXICO | Seagull Beach, Cancun | Quintana Roo | 21.16 | -86.85 | POINT (-86.85150 21.16190) | 57 | 0 | 1 | 3 | 2013.00 | 15 |
| NEW ZEALAND | Muriwai | North Island | -36.82 | 174.43 | POINT (174.43390 -36.82460) | 57 | 1 | 2 | 3 | 2013.00 | 26 |
| USA | Pillar Point, Half-Moon Bay, San Mateo County | California | 37.50 | -122.48 | POINT (-122.48260 37.50430) | 56 | 0 | 2 | 3 | 2013.00 | 46 |
| AUSTRALIA | Off Poison Creek, Cape Arid | Western Australia | -33.90 | 123.35 | POINT (123.35130 -33.90360) | 9 | 0 | 2 | 3 | 2013.00 | 10 |
| SOUTH AFRICA | Albatros Point, near Jeffreys Bay | Eastern Cape Province | -34.05 | 24.91 | POINT (24.91020 -34.05070) | 58 | 1 | 2 | 3 | 2013.00 | 26 |
| AUSTRALIA | Cape Nelson | Victoria | -38.36 | 141.61 | POINT (141.60510 -38.35960) | 15 | 0 | 2 | 4 | 2013.00 | 48 |
| USA | Bunkers, Humboldt Bay, Eureka, Humboldt County | California | 40.72 | -124.24 | POINT (-124.24260 40.71950) | 56 | 0 | 2 | 3 | 2013.00 | 46 |
| USA | Kiholo Bay | Hawaii | 19.86 | -155.92 | POINT (-155.92170 19.85640) | 56 | 0 | 1 | 3 | 2013.00 | 15 |
| REUNION | Brisant Beach | Saint-Gilles | -21.05 | 55.23 | POINT (55.22870 -21.05390) | 3 | 1 | 0 | 3 | 2013.00 | 31 |
| USA | White Plains Beach, Oahu | Hawaii | 21.30 | -158.05 | POINT (-158.04520 21.30350) | 56 | 0 | 1 | 3 | 2013.00 | 15 |
| USA | Casino Beach, Pensacola, Escambia County | Florida | 30.33 | -87.14 | POINT (-87.14180 30.33040) | 57 | 0 | 0 | 3 | 2013.00 | 2 |
| USA | Folly Beach | South Carolina | 32.66 | -79.94 | POINT (-79.94040 32.65520) | 56 | 0 | 0 | 3 | 2013.00 | 2 |
| USA | Jacksonville, Duval County | Florida | 30.33 | -81.66 | POINT (-81.65570 30.33220) | 57 | 0 | 0 | 3 | 2013.00 | 2 |
| USA | Sanibel Island, Lee County | Florida | 26.44 | -82.11 | POINT (-82.11150 26.44340) | 15 | 0 | 0 | 3 | 2013.00 | 13 |
| USA | Gleneden Beach, Lincoln County | Oregon | 44.88 | -124.03 | POINT (-124.03460 44.88140) | 56 | 0 | 2 | 3 | 2013.00 | 46 |
| USA | Makena, Maui | Hawaii | 20.63 | -156.44 | POINT (-156.44480 20.63160) | 47 | 1 | 1 | 3 | 2013.00 | 5 |
| JAMAICA | Pillikin Red Light area | St. Catherine | 18.11 | -77.30 | POINT (-77.29750 18.10960) | 48 | 1 | 1 | 3 | 2013.00 | 5 |
| USA | Kona Coast State Park | Hawaii | 19.77 | -156.02 | POINT (-156.02180 19.77040) | 57 | 0 | 1 | 3 | 2013.00 | 15 |
| USA | Makena Landing, Maui | Hawaii | 20.65 | -156.44 | POINT (-156.44100 20.65380) | 8 | 0 | 1 | 3 | 2012.00 | 34 |
| USA | Makena Landing, Maui | Hawaii | 20.65 | -156.44 | POINT (-156.44100 20.65380) | 57 | 0 | 1 | 3 | 2012.00 | 15 |
| USA | Makena Landing, Maui | Hawaii | 20.65 | -156.44 | POINT (-156.44100 20.65380) | 8 | 0 | 1 | 3 | 2012.00 | 34 |
| USA | Makena Landing, Maui | Hawaii | 20.65 | -156.44 | POINT (-156.44100 20.65380) | 57 | 0 | 1 | 3 | 2012.00 | 15 |
| MEXICO | Boca de la Leña, La Unión | Guerrero | 17.97 | -101.99 | POINT (-101.98960 17.97330) | 22 | 0 | 0 | 3 | 2012.00 | 13 |
| AUSTRALIA | Coral Bay | Western Australia | -23.14 | 113.77 | POINT (113.77230 -23.14230) | 47 | 0 | 1 | 3 | 2012.00 | 15 |
| BAHAMAS | Cat Island | Bahamas | 24.21 | -75.36 | POINT (-75.36450 24.21330) | 11 | 0 | 1 | 3 | 2012.00 | 34 |
| USA | Spreckelsville, Maui | Hawaii | 20.91 | -156.41 | POINT (-156.40520 20.91070) | 48 | 0 | 1 | 1 | 2012.00 | 42 |
| USA | Off Catalina Island | California | 33.39 | -118.42 | POINT (-118.41630 33.38790) | 35 | 0 | 2 | 3 | 2012.00 | 41 |
| USA | Davidsons Surf Break, Kekaha, Kauai | Hawaii | 21.96 | -159.71 | POINT (-159.70890 21.96420) | 56 | 0 | 1 | 3 | 2012.00 | 15 |
| AUSTRALIA | Nobbys Beach | Queensland | -32.92 | 151.79 | POINT (151.79280 -32.92380) | 56 | 0 | 0 | 3 | 2012.00 | 30 |
| AUSTRALIA | Trigg Beach | Western Australia | -31.88 | 115.75 | POINT (115.75180 -31.87790) | 56 | 0 | 1 | 3 | 2012.00 | 15 |
| TONGA | Eueiki Island | Vava'u | -18.77 | -174.02 | POINT (-174.01870 -18.76640) | 57 | 0 | 0 | 3 | 2012.00 | 30 |
| USA | Jensen Beach, Martin County | Florida | 27.25 | -80.23 | POINT (-80.22980 27.25450) | 56 | 0 | 0 | 3 | 2012.00 | 30 |
| SOUTH AFRICA | Caves near Kogel Bay | Western Cape Province | -34.23 | 18.85 | POINT (18.84870 -34.23420) | 3 | 1 | 2 | 3 | 2012.00 | 9 |
| AUSTRALIA | Dolphin Bay, Innes National Park | South Australia | -35.19 | 136.87 | POINT (136.86670 -35.19450) | 25 | 0 | 2 | 4 | 2012.00 | 63 |
| AUSTRALIA | Off Wedge Island | Western Australia | -30.83 | 115.19 | POINT (115.18800 -30.82780) | 56 | 1 | 2 | 3 | 2012.00 | 33 |
| AUSTRALIA | Stratham Beach | Western Australia | -33.45 | 115.58 | POINT (115.57630 -33.45190) | 44 | 1 | 2 | 3 | 2012.00 | 33 |
| AUSTRALIA | Kylies Beach, Diamond Head | New South Wales | -31.81 | 152.74 | POINT (152.73500 -31.81440) | 35 | 0 | 0 | 3 | 2012.00 | 20 |
| USA | Leftovers near Chuns Reef, Oahu | Hawaii | 21.63 | -158.08 | POINT (-158.08390 21.62690) | 56 | 0 | 1 | 3 | 2012.00 | 15 |
| USA | Humboldt Bay, Eureka, Humboldt County | California | 40.72 | -124.24 | POINT (-124.24260 40.71950) | 56 | 0 | 2 | 3 | 2012.00 | 19 |
| USA | Surf Beach, Lompoc, Santa Barbara County | California | 34.68 | -120.61 | POINT (-120.60640 34.68310) | 56 | 1 | 2 | 3 | 2012.00 | 33 |
| USA | Iroquiois Point, Oahu | Hawaii | 21.33 | -157.98 | POINT (-157.98030 21.32750) | 23 | 0 | 1 | 4 | 2012.00 | 36 |
| AUSTRALIA | Redhead Beach, Newcastle | New South Wales | -33.02 | 151.71 | POINT (151.70920 -33.02050) | 54 | 0 | 2 | 3 | 2012.00 | 19 |
| USA | Lincoln City, Lincoln County | Oregon | 44.96 | -124.02 | POINT (-124.01790 44.95820) | 56 | 0 | 2 | 3 | 2012.00 | 19 |
| AUSTRALIA | Redhead Beach | New South Wales | -33.02 | 151.71 | POINT (151.70920 -33.02050) | 56 | 0 | 2 | 3 | 2012.00 | 19 |
| AUSTRALIA | Kalbarri | Western Australia | -27.71 | 114.16 | POINT (114.16460 -27.71040) | 7 | 0 | 2 | 4 | 2012.00 | 18 |
| SOUTH AFRICA | Strandfontein | Western Cape Province | -34.08 | 18.57 | POINT (18.57300 -34.07790) | 15 | 0 | 2 | 4 | 2012.00 | 18 |
| USA | Leffingwell Landing, Cambria, San Luis Obispo... | California | 35.58 | -121.12 | POINT (-121.12140 35.58390) | 27 | 0 | 2 | 4 | 2012.00 | 63 |
| SOUTH AFRICA | Cintza Beach, East London | Eastern Cape Province | -32.83 | 28.12 | POINT (28.11890 -32.82870) | 56 | 0 | 2 | 3 | 2011.00 | 19 |
| USA | Pigeon Point | California | 37.18 | -122.39 | POINT (-122.39280 37.18290) | 25 | 0 | 2 | 4 | 2011.00 | 63 |
| PAPUA NEW GUINEA | Hula, near Port Moresby | Central Province | -9.44 | 147.18 | POINT (147.18030 -9.44380) | 30 | 0 | 1 | 3 | 2011.00 | 32 |
| AUSTRALIA | Busselton | Western Australia | -33.65 | 115.35 | POINT (115.34550 -33.65320) | 15 | 0 | 2 | 4 | 2011.00 | 18 |
| AUSTRALIA | Off Perforated Island near Coffin Bay | South Australia | -34.73 | 135.16 | POINT (135.15820 -34.72680) | 10 | 1 | 2 | 3 | 2011.00 | 9 |
| SOUTH AFRICA | Clovely Beach | Western Cape Province | -33.91 | 151.27 | POINT (151.26630 -33.91350) | 57 | 0 | 2 | 3 | 2011.00 | 19 |
| SOUTH AFRICA | Lookout Beach, near the Keurbooms river mouth ... | Western Cape Province | -34.05 | 23.38 | POINT (23.37760 -34.05060) | 56 | 1 | 2 | 3 | 2011.00 | 33 |
| USA | Newport, Lincoln County | Oregon | 44.64 | -124.05 | POINT (-124.05350 44.63680) | 56 | 0 | 2 | 3 | 2011.00 | 19 |
| AUSTRALIA | Rottnest Island | Western Australia | -32.01 | 115.51 | POINT (115.50730 -32.00640) | 8 | 1 | 2 | 3 | 2011.00 | 9 |
| USA | Marina State Beach, Monterey County | California | 36.69 | -121.81 | POINT (-121.80930 36.69280) | 56 | 0 | 2 | 3 | 2011.00 | 19 |
| USA | Lyman Beach, Kailua-Kona | Hawaii | 19.64 | -156.00 | POINT (-155.99690 19.63990) | 56 | 0 | 1 | 3 | 2011.00 | 15 |
| USA | Lyman Beach, Kailua-Kona | Hawaii | 19.64 | -156.00 | POINT (-155.99690 19.63990) | 35 | 0 | 1 | 3 | 2011.00 | 32 |
| SOUTH AFRICA | Robberg Beach | Western Cape Province | -34.08 | 23.37 | POINT (23.37240 -34.07540) | 56 | 0 | 2 | 3 | 2011.00 | 19 |
| NEW CALEDONIA | Kendec | North Province | -20.67 | 164.25 | POINT (164.25000 -20.66670) | 29 | 1 | 1 | 3 | 2011.00 | 56 |
| AUSTRALIA | Bunker Bay | Western Australia | -33.54 | 115.04 | POINT (115.03920 -33.54270) | 3 | 1 | 2 | 3 | 2011.00 | 9 |
| USA | North Topsail Beach, Onslow County | North Carolina | 34.49 | -77.43 | POINT (-77.43160 34.49020) | 38 | 0 | 0 | 3 | 2011.00 | 20 |
| USA | Santa Maria Island, Manatee County | Florida | 27.50 | -82.71 | POINT (-82.71450 27.50410) | 48 | 0 | 0 | 3 | 2011.00 | 30 |
| AUSTRALIA | Between | Queensland | -20.92 | 142.70 | POINT (142.70280 -20.91760) | 15 | 0 | 0 | 1 | 2011.00 | 23 |
| AUSTRALIA | Crowdy Head | New South Wales | -31.84 | 152.73 | POINT (152.72650 -31.84430) | 56 | 0 | 0 | 3 | 2011.00 | 30 |
| MEXICO | Gaviotas Beach, Cancun | Quintana Roo | 21.13 | -86.75 | POINT (-86.74650 21.13230) | 57 | 0 | 0 | 3 | 2011.00 | 30 |
| SEYCHELLES | Anse Lazio | Praslin | -4.29 | 55.70 | POINT (55.70150 -4.29370) | 59 | 1 | 0 | 3 | 2011.00 | 49 |
| USA | Riviera Beach, Palm Beach County | Florida | 26.78 | -80.06 | POINT (-80.05810 26.77530) | 48 | 0 | 0 | 3 | 2011.00 | 30 |
| AUSTRALIA | Angourie | New South Wales | -29.48 | 153.36 | POINT (153.35940 -29.47920) | 56 | 0 | 2 | 3 | 2011.00 | 19 |
| AUSTRALIA | Cowaramup Bay | Western Australia | -33.86 | 114.99 | POINT (114.98580 -33.86060) | 56 | 1 | 2 | 3 | 2010.00 | 33 |
| USA | Pigeon Point, San Mateo County | California | 37.18 | -122.39 | POINT (-122.39460 37.18180) | 23 | 0 | 2 | 4 | 2010.00 | 18 |
| USA | Near oil rig Hondo, 5 nm from Gaviota, Santa B... | California | 34.68 | -120.61 | POINT (-120.60640 34.68310) | 25 | 0 | 2 | 4 | 2010.00 | 18 |
| USA | Surf Beach, Vandenberg AFB, Santa Barbara County | California | 34.47 | -120.21 | POINT (-120.21490 34.47170) | 3 | 1 | 2 | 3 | 2010.00 | 9 |
| AUSTRALIA | Mullaway Headland | New South Wales | -30.08 | 153.21 | POINT (153.20520 -30.07710) | 56 | 0 | 0 | 3 | 2010.00 | 30 |
| AUSTRALIA | Off Garden Island | Western Australia | -32.20 | 115.68 | POINT (115.67760 -32.20430) | 47 | 0 | 2 | 3 | 2010.00 | 19 |
| AUSTRALIA | Between Carnac and Garden Islands | Western Australia | -32.14 | 115.66 | POINT (115.66330 -32.13930) | 15 | 0 | 2 | 4 | 2010.00 | 18 |
| USA | Eight Mile Beach, Galveston | Texas | 29.30 | -94.80 | POINT (-94.79770 29.30130) | 56 | 0 | 0 | 3 | 2010.00 | 30 |
def plot_cluster_and_centroid(label):
X_scaled_clustered[X_scaled_clustered.klabel==label][geo_key_vars].T.plot(legend=True)
plt.legend(bbox_to_anchor=(1.01, 1),borderaxespad=0)
plt.plot(kcluster.cluster_centers_[label], 'ko--')
plt.xticks(range(5), geo_key_vars, rotation=45)
plot_cluster_and_centroid(0)
plot_cluster_and_centroid(1)
plot_cluster_and_centroid(2)
plot_cluster_and_centroid(3)
plot_cluster_and_centroid(4)
plot_cluster_and_centroid(5)
sns.clustermap(X_scaled,
method ='average',
metric = 'euclidean',
vmin=0,vmax=4,
cmap='mako_r',linewidths=.5,
figsize = (14,250),annot=True
)
<seaborn.matrix.ClusterGrid at 0x7f9a524b0cd0>
X_train_x = X_train[['Activity','Fatal','Species','Type','Year']]
X_test_x = X_test[['Activity','Fatal','Species','Type','Year']]
rfr = RandomForestRegressor(max_depth=10,random_state=1000)
rfr.fit(X_train_x, y_train)
predict_train = rfr.predict(X_train_x)
predict_test = rfr.predict(X_test_x)
print('RMSE on train data: ', mean_squared_error(y_train, predict_train)**(0.5))
print('RMSE on test data: ', mean_squared_error(y_test, predict_test)**(0.5))
RMSE on train data: 0.149139755486814 RMSE on test data: 0.3624405577397993
plt.figure(figsize=(10,7))
feat_importances = pd.Series(rfr.feature_importances_,index=X_train_x.columns)
feat_importances.nlargest(5).plot(kind='line')
<AxesSubplot:>
x = np.array([[X_scaled['Activity'],X_scaled['Fatal'],
X_scaled['Species'],X_scaled['Type'],X_scaled['Year']]])
y = np.array(X_scaled['Activity'].values.tolist())
x = x.reshape(x.shape[1:])
x = x.transpose()
x
array([[ 0.81798611, -0.40824829, 0.93132323, -0.14636661, 1.7250121 ],
[ 0.76247003, -0.40824829, 0.93132323, -0.14636661, 1.7250121 ],
[-1.01404456, -0.40824829, 0.93132323, -3.67087462, 1.7250121 ],
...,
[ 0.2628253 , -0.40824829, 0.93132323, -0.14636661, -1.84602395],
[-1.51368929, -0.40824829, 0.93132323, 1.61588739, -1.84602395],
[ 0.76247003, -0.40824829, -1.45444948, -0.14636661, -1.84602395]])
x.shape
(301, 5)
y.shape
(301,)
from sklearn import linear_model
classifiers = [
svm.SVR(),
linear_model.SGDRegressor(),
linear_model.BayesianRidge(),
linear_model.LassoLars(),
linear_model.ARDRegression(),
linear_model.PassiveAggressiveRegressor(),
linear_model.TheilSenRegressor(),
linear_model.LinearRegression()]
for item in classifiers:
print(item)
clf = item
clf.fit(x, y)
print(clf.predict(x),'\n')
SVR() [ 0.697586 0.66841168 -1.1144391 0.68798828 0.68798828 -1.19482865 0.68798828 -1.30239702 0.66841168 0.10717357 0.7182326 0.68798828 -1.41404868 -0.99074207 0.83880975 0.93973421 0.77598873 1.05158935 0.40825937 0.80267517 -0.21388805 0.96518781 0.40825937 0.35539438 0.46047986 0.78140929 1.01795214 -1.89656844 0.35289694 0.41840442 0.71390146 0.71390146 -0.97466808 0.71390146 0.17335697 0.52808159 -1.02245548 0.18174049 0.3611485 -1.41384661 -0.80866774 0.1626993 0.84764673 -1.74891066 -1.60017848 0.37770044 1.05158935 -1.28034468 0.77279391 0.41467919 0.41467919 0.85774961 0.85774961 -1.21336036 -1.96926083 0.74078057 0.77279391 0.82110554 -1.8699311 -0.94935401 0.88824378 0.74078057 0.17399514 0.52960542 -0.31025341 0.52960542 -2.00233307 0.74078057 0.70627446 0.73135904 0.70627446 0.73135904 -1.5963118 -1.50286061 -2.08014486 0.35168908 -1.41321043 0.81953351 -0.55908414 0.75633877 -1.54767701 0.75633877 0.75633877 -0.06040167 -0.9916171 0.71890648 -0.9916171 0.81953351 -0.06040167 -1.43186053 0.81953351 0.85327959 0.40990257 -0.93805716 0.75633877 -1.78019435 -0.9916171 0.75633877 0.81174656 0.34687492 0.85327959 0.85327959 0.10264585 -0.03728305 -1.53116674 0.70778679 -1.53116674 0.41832912 -0.67337373 -1.25028185 0.7664621 0.41832912 0.85619272 0.39683394 0.80185355 0.72087372 0.80185355 0.72087372 -1.47854302 -1.45747364 1.0511413 0.39683394 0.80185355 0.80185355 0.7744349 0.80185355 0.7744349 0.84305586 0.39683394 0.69372679 0.7664621 -1.58161942 -0.44914034 0.77354338 0.16155582 0.79240838 0.75587308 0.79240838 0.75587308 -0.23632464 -2.13102816 0.79240838 -2.13102816 0.79240838 -0.54664349 0.99558767 0.99558767 0.99558767 0.99558767 -0.29014616 0.79240838 0.25418028 0.6272952 0.66220322 0.39370302 -1.60497818 0.77354338 0.8551321 0.4078767 0.83267299 0.81266468 0.85296465 0.73875331 0.4078767 -1.60497818 0.52757589 0.64321422 -1.07669443 0.77354338 0.77354338 -2.19123627 0.70140466 -1.14104807 0.84288328 -1.60497818 0.77354338 0.77354338 0.77354338 0.77354338 -0.01271616 0.77354338 -1.14104807 -1.02551796 -0.95998974 -1.14104807 -1.02551796 -0.95998974 -1.14104807 -1.02551796 -0.95998974 0.77354338 0.77570521 -1.42931494 0.25179921 0.77570521 0.71836887 -1.61395425 -0.95998974 0.77570521 0.65401133 -1.66335806 0.82320361 0.77570521 0.73820758 0.52514901 0.36283741 0.52514901 0.36283741 -1.32502935 0.81113627 0.40248666 -2.09549485 0.35193138 -1.53662285 0.82320361 0.39631741 0.55641869 0.76749388 0.80568064 0.80568064 -0.62623012 -2.27987176 -1.96898558 0.84345295 0.74478417 0.76749388 -1.89547723 0.77356541 -1.60350605 0.76749388 0.80568064 -1.93662468 0.80568064 0.81123867 0.7744349 0.81123867 -1.41375535 0.76749388 0.3577969 0.41855362 0.84345295 -1.8061759 0.82418593 -1.8061759 0.82418593 -1.05494127 0.36283741 -1.71532612 0.21820905 -0.33843469 0.7885111 0.75587308 0.7885111 0.79011583 0.75587308 -2.14938875 -1.04049419 0.71646831 0.1619605 -0.34417655 0.7885111 0.74172922 0.71646831 -1.08248684 0.67663068 0.74172922 0.74172922 -1.85779069 -1.56823587 -0.92134073 0.69188853 -1.02883218 -0.67568453 -1.50487781 -1.89120647 0.71845294 0.70312273 0.69188853 -1.9594617 0.69188853 0.7513713 -0.36297776 0.69188853 -0.83681664 -2.08028218 -0.13633898 0.39628225 -1.41344968 0.72087372 0.75197056 0.79056681 0.39628225 0.69188853 0.66258173 -1.09132338 -0.99899453 -1.97077356 0.66269186 0.30403056 -1.41402108 0.66269186] SGDRegressor() [ 0.80966791 0.75457851 -1.00035711 0.75596352 0.75596352 -1.22863978 0.75596352 -1.39787051 0.75457851 0.199722 0.81105291 0.75596352 -1.50408676 -1.00828219 0.81709061 1.04210088 0.7666539 1.15123882 0.32593872 0.76200121 -0.28004464 1.09719028 0.32593872 0.27084933 0.37499043 0.7606162 1.20271639 -2.15773682 0.26481163 0.32541829 0.75405808 0.75405808 -0.95767576 0.75405808 0.09298532 0.42955939 -0.94767553 0.09902301 0.2642912 -1.49668211 -0.79240757 0.26963875 0.82122287 -2.20921439 -1.49908993 0.26515578 1.15123882 -1.17459124 0.80862705 0.32489786 0.32489786 0.82070244 0.82070244 -1.16062847 -2.05463658 0.75353765 0.80862705 0.75957534 -1.8907534 -0.9521585 0.81604975 0.75353765 0.09850258 0.42903896 -0.35221283 0.42903896 -1.8833307 0.75353765 0.69844825 0.69740739 0.69844825 0.69740739 -1.50512762 -1.50909016 -2.16672082 0.26325034 -1.49168528 0.75905491 -0.45152681 0.75301722 -1.50961059 0.75301722 0.75301722 -0.12841313 -0.95871662 0.75440223 -0.95871662 0.75905491 -0.12841313 -1.5035729 0.75905491 0.82018201 0.31230204 -0.84457529 0.75301722 -1.66487855 -0.95871662 0.75301722 0.76509261 0.26928804 0.82018201 0.82018201 0.04893045 -0.06780647 -1.45504163 0.7538818 -1.45504163 0.31178161 -0.62473813 -1.17959464 0.75249679 0.31178161 0.81362388 0.32385701 0.76457218 0.76197003 0.76457218 0.76197003 -1.2797732 -1.50409333 1.14554527 0.32385701 0.76457218 0.76457218 0.76301089 0.76457218 0.76301089 0.81966158 0.32385701 0.642318 0.75249679 -1.99008544 -0.39834285 0.75197636 0.09694129 0.76405175 0.76249046 0.76405175 0.76249046 -0.17643054 -2.11267228 0.76405175 -2.11267228 0.76405175 -0.50300438 1.09458813 1.09458813 1.09458813 1.09458813 -0.28264679 0.76405175 0.26963219 0.53765647 0.76543676 0.32333658 -1.51065145 0.75197636 0.81448846 0.31729888 0.81914115 0.75801406 0.81310345 0.69688696 0.31729888 -1.51065145 0.42143998 0.76386398 -1.01484688 0.75197636 0.75197636 -2.27794047 0.64179757 -1.06993628 0.96837141 -1.51065145 0.75197636 0.75197636 0.75197636 0.75197636 -0.01789019 0.75197636 -1.06993628 -0.96027791 -0.90518852 -1.06993628 -0.96027791 -0.90518852 -1.06993628 -0.96027791 -0.90518852 0.75197636 0.75145593 -1.44004455 0.14151002 0.75145593 0.81447041 -1.51117188 -0.90518852 0.75145593 0.59826313 -1.56626128 0.81862072 0.75145593 0.80793034 0.42695724 0.26064819 0.42695724 0.26064819 -1.32194068 0.75749363 0.31816346 -2.33751284 0.31212576 -1.60531274 0.81862072 0.32281615 0.48808434 0.7509355 0.7569732 0.7569732 -0.56517233 -2.16137983 -2.05258605 0.81206259 0.80740991 0.7509355 -1.83826615 0.8624993 -1.51169231 0.7509355 0.7569732 -2.15534213 0.7569732 0.81810029 0.76301089 0.81810029 -1.49565438 0.7509355 0.26255363 0.31764303 0.81206259 -1.88783828 0.81154216 -1.88783828 0.81154216 -1.11054903 0.26064819 -1.72257009 0.32366267 -0.40646226 0.75645277 0.76249046 0.75645277 0.81757986 0.76249046 -2.16793796 -0.96131877 0.75180008 0.09072732 -0.39438687 0.75645277 0.75041507 0.75180008 -1.06545987 0.64023628 0.75041507 0.75041507 -1.95292792 -1.51221274 -0.85113998 0.74989464 -0.9618392 -0.67639198 -1.51273317 -1.78283261 0.80498404 0.75127965 0.74989464 -1.8930114 0.74989464 0.75593234 -0.400945 0.74989464 -0.73009637 -2.16845839 -0.22963911 0.32125486 -1.48877016 0.76197003 0.81705943 0.92862323 0.32125486 0.74989464 0.75075922 -1.07253843 -0.96235963 -2.16897881 0.7614496 0.25356964 -1.5132536 0.7614496 ] BayesianRidge() [ 0.81798611 0.76247003 -1.01404456 0.76247003 0.76247003 -1.23610889 0.76247003 -1.40265713 0.76247003 0.20730922 0.81798611 0.76247003 -1.51368929 -1.01404456 0.81798611 1.04005043 0.76247003 1.1510826 0.31834138 0.76247003 -0.29233551 1.09556652 0.31834138 0.2628253 0.37385746 0.76247003 1.20659868 -2.17988226 0.2628253 0.31834138 0.76247003 0.76247003 -0.95852848 0.76247003 0.09627706 0.42937354 -0.95852848 0.09627706 0.2628253 -1.51368929 -0.79198024 0.2628253 0.81798611 -2.23539835 -1.51368929 0.2628253 1.1510826 -1.18059281 0.81798611 0.31834138 0.31834138 0.81798611 0.81798611 -1.18059281 -2.0688501 0.76247003 0.81798611 0.76247003 -1.90230186 -0.95852848 0.81798611 0.76247003 0.09627706 0.42937354 -0.34785159 0.42937354 -1.90230186 0.76247003 0.70695395 0.70695395 0.70695395 0.70695395 -1.51368929 -1.51368929 -2.17988226 0.2628253 -1.51368929 0.76247003 -0.45888375 0.76247003 -1.51368929 0.76247003 0.76247003 -0.12578727 -0.95852848 0.76247003 -0.95852848 0.76247003 -0.12578727 -1.51368929 0.76247003 0.81798611 0.31834138 -0.84749632 0.76247003 -1.68023754 -0.95852848 0.76247003 0.76247003 0.2628253 0.81798611 0.81798611 0.04076098 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-1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16 -1.77045532e-16] ARDRegression() [ 0.81798611 0.76247003 -1.01404456 0.76247003 0.76247003 -1.23610889 0.76247003 -1.40265713 0.76247003 0.20730922 0.81798611 0.76247003 -1.51368929 -1.01404456 0.81798611 1.04005043 0.76247003 1.1510826 0.31834138 0.76247003 -0.29233551 1.09556652 0.31834138 0.2628253 0.37385746 0.76247003 1.20659868 -2.17988226 0.2628253 0.31834138 0.76247003 0.76247003 -0.95852848 0.76247003 0.09627706 0.42937354 -0.95852848 0.09627706 0.2628253 -1.51368929 -0.79198024 0.2628253 0.81798611 -2.23539835 -1.51368929 0.2628253 1.1510826 -1.18059281 0.81798611 0.31834138 0.31834138 0.81798611 0.81798611 -1.18059281 -2.0688501 0.76247003 0.81798611 0.76247003 -1.90230186 -0.95852848 0.81798611 0.76247003 0.09627706 0.42937354 -0.34785159 0.42937354 -1.90230186 0.76247003 0.70695395 0.70695395 0.70695395 0.70695395 -1.51368929 -1.51368929 -2.17988226 0.2628253 -1.51368929 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0.76247003 -1.01404456 0.76247003 0.76247003 -2.29091443 0.65143787 -1.06956064 0.98453435 -1.51368929 0.76247003 0.76247003 0.76247003 0.76247003 -0.0147551 0.76247003 -1.06956064 -0.95852848 -0.9030124 -1.06956064 -0.95852848 -0.9030124 -1.06956064 -0.95852848 -0.9030124 0.76247003 0.76247003 -1.45817321 0.15179314 0.76247003 0.81798611 -1.51368929 -0.9030124 0.76247003 0.59592179 -1.56920537 0.81798611 0.76247003 0.81798611 0.42937354 0.2628253 0.42937354 0.2628253 -1.34714105 0.76247003 0.31834138 -2.34643051 0.31834138 -1.62472145 0.81798611 0.31834138 0.48488962 0.76247003 0.76247003 0.76247003 -0.56991591 -2.17988226 -2.0688501 0.81798611 0.81798611 0.76247003 -1.84678578 0.87350219 -1.51368929 0.76247003 0.76247003 -2.17988226 0.76247003 0.81798611 0.76247003 0.81798611 -1.51368929 0.76247003 0.2628253 0.31834138 0.81798611 -1.90230186 0.81798611 -1.90230186 0.81798611 -1.12507673 0.2628253 -1.73575362 0.31834138 -0.40336767 0.76247003 0.76247003 0.76247003 0.81798611 0.76247003 -2.17988226 -0.95852848 0.76247003 0.09627706 -0.40336767 0.76247003 0.76247003 0.76247003 -1.06956064 0.65143787 0.76247003 0.76247003 -1.95781794 -1.51368929 -0.84749632 0.76247003 -0.95852848 -0.68094808 -1.51368929 -1.7912697 0.81798611 0.76247003 0.76247003 -1.90230186 0.76247003 0.76247003 -0.40336767 0.76247003 -0.73646416 -2.17988226 -0.23681943 0.31834138 -1.51368929 0.76247003 0.81798611 0.92901827 0.31834138 0.76247003 0.76247003 -1.06956064 -0.95852848 -2.17988226 0.76247003 0.2628253 -1.51368929 0.76247003] PassiveAggressiveRegressor() [ 0.89434831 0.83831323 -0.99999317 0.82916033 0.82916033 -1.17894997 0.82916033 -1.32446346 0.83831323 0.30055412 0.88519542 0.82916033 -1.45912541 -0.95480961 0.8937043 1.13550642 0.85533098 1.21976606 0.40705027 0.83766921 -0.20933571 1.19154151 0.40705027 0.35101518 0.45457648 0.8468221 1.28594992 -2.13219049 0.3425063 0.393145 0.82440796 0.82440796 -0.89008802 0.82440796 0.15198689 0.4967063 -0.90417092 0.16049577 0.32860103 -1.51821423 -0.72198275 0.29685637 0.8974608 -2.19837435 -1.47842707 0.30554287 1.21976606 -1.15072542 0.86653777 0.37923973 0.37923973 0.88355553 0.88355553 -1.1874001 -2.05643973 0.81050268 0.86653777 0.81901156 -1.87918157 -0.89548441 0.86589376 0.81050268 0.1465905 0.48280103 -0.28760731 0.48280103 -1.87982559 0.81050268 0.7544676 0.72665706 0.7544676 0.72665706 -1.48693595 -1.46434417 -2.17326229 0.30079049 -1.5375159 0.80510629 -0.43681855 0.79659741 -1.47824944 0.79659741 0.79659741 -0.099964 -0.91789856 0.78744452 -0.91789856 0.80510629 -0.099964 -1.46974057 0.80510629 0.86965026 0.3483167 -0.82842016 0.79659741 -1.66043761 -0.91789856 0.79659741 0.81361517 0.30929937 0.86965026 0.86965026 0.08515901 -0.04932531 -1.43611963 0.77353925 -1.43611963 0.33441143 -0.61818507 -1.15594418 0.78269214 0.33441143 0.84723611 0.35142919 0.7997099 0.73018354 0.7997099 0.73018354 -1.28209726 -1.48364584 1.17429375 0.35142919 0.7997099 0.7997099 0.75799409 0.7997099 0.75799409 0.85574499 0.35142919 0.67062197 0.78269214 -2.08683762 -0.38553584 0.76878687 0.10487469 0.78580463 0.74408881 0.78580463 0.74408881 -0.1442001 -2.14503774 0.78580463 -2.14503774 0.78580463 -0.50300241 1.12201516 1.12201516 1.12201516 1.12201516 -0.27886206 0.78580463 0.27233594 0.5531554 0.77665174 0.33752392 -1.50605999 0.76878687 0.82417795 0.32901504 0.84183971 0.77729575 0.83333084 0.71275178 0.32901504 -1.50605999 0.43257634 0.70101154 -1.00174419 0.76878687 0.76878687 -2.313143 0.6567167 -1.05777928 1.015519 -1.50605999 0.76878687 0.76878687 0.76878687 0.76878687 -0.02485726 0.76878687 -1.05777928 -0.95961437 -0.90357928 -1.05777928 -0.95961437 -0.90357928 -1.05777928 -0.95961437 -0.90357928 0.76878687 0.7548816 -1.46950419 0.1610874 0.7548816 0.76573314 -1.51996526 -0.90357928 0.7548816 0.60379409 -1.57600034 0.82793444 0.7548816 0.8017638 0.42717995 0.23126414 0.42717995 0.23126414 -1.40261757 0.76339048 0.30595688 -2.36049159 0.297448 -1.63760946 0.82793444 0.32361865 0.49172391 0.74097633 0.74948521 0.74948521 -0.59535692 -2.22952738 -2.10830431 0.8055203 0.78785853 0.74097633 -1.89267284 0.84389362 -1.53387053 0.74097633 0.74948521 -2.22101851 0.74948521 0.81402917 0.75799409 0.81402917 -1.53944455 0.74097633 0.23601652 0.29205161 0.8055203 -1.95410432 0.79161503 -1.95410432 0.79161503 -1.1611042 0.23126414 -1.78599905 0.24211568 -0.4496658 0.73557994 0.74408881 0.73557994 0.8001239 0.74408881 -2.25194153 -0.98742491 0.71791817 0.04549711 -0.43264805 0.73557994 0.72707106 0.71791817 -1.09098621 0.61500088 0.72707106 0.72707106 -1.99605651 -1.5477758 -0.87535473 0.71316579 -1.00133018 -0.73523764 -1.56168107 -1.87360118 0.76920088 0.7040129 0.71316579 -1.98567136 0.71316579 0.72167467 -0.45506219 0.71316579 -0.80042562 -2.2658468 -0.27844805 0.28190283 -1.61243864 0.73018354 0.78621863 0.88913592 0.28190283 0.71316579 0.69010763 -1.12730563 -1.01523545 -2.27975207 0.71627827 0.19494472 -1.57558634 0.71627827] TheilSenRegressor(max_subpopulation=10000) [ 0.81798328 0.7624676 -1.01401711 0.76246529 0.76246529 -1.23609698 0.76246529 -1.4026526 0.7624676 0.2073022 0.81798097 0.76246529 -1.51367539 -1.01403425 0.81798091 1.04004588 0.76246747 1.15107742 0.31834201 0.76246522 -0.2923305 1.09556157 0.31834201 0.26282633 0.37385776 0.76246753 1.20659069 -2.17986596 0.26282639 0.31834209 0.76246768 0.76246768 -0.95852705 0.76246768 0.09627949 0.42937352 -0.95851854 0.09627943 0.26282647 -1.51365817 -0.79198 0.26283273 0.81798324 -2.23537922 -1.51367529 0.26282425 1.15107742 -1.18058113 0.81798345 0.31834218 0.31834218 0.81798332 0.81798332 -1.18056405 -2.06883436 0.76246777 0.81798345 0.7624677 -1.902285 -0.95852703 0.81798108 0.76246777 0.09627951 0.42937361 -0.34785446 0.42937361 -1.90228738 0.76246777 0.70695208 0.70695225 0.70695208 0.70695225 -1.51367522 -1.51368379 -2.17986333 0.26282664 -1.51365806 0.76246779 -0.45887954 0.76246785 -1.51368371 0.76246785 0.76246785 -0.12578307 -0.95852688 0.76246554 -0.95852688 0.76246779 -0.12578307 -1.51368377 0.76246779 0.81798341 0.31834239 -0.84748695 0.76246785 -1.68022225 -0.95852688 0.76246785 0.76246772 0.26282658 0.81798341 0.81798341 0.04076385 -0.07026737 -1.45816794 0.76246563 -1.45816794 0.31834247 -0.62542413 -1.18058953 0.76246794 0.31834247 0.81798356 0.31834235 0.76246781 0.76246823 0.76246781 0.76246823 -1.29161239 -1.51368369 1.15107534 0.31834235 0.76246781 0.76246781 0.76246806 0.76246781 0.76246806 0.81798349 0.31834235 0.65143657 0.76246794 -2.01329049 -0.40336146 0.76246802 0.09627977 0.76246789 0.76246815 0.76246789 0.76246815 -0.18130728 -2.12434748 0.76246789 -2.12434748 0.76246789 -0.51439281 1.09556199 1.09556199 1.09556199 1.09556199 -0.29233008 0.76246789 0.26282444 0.54040523 0.76246558 0.31834243 -1.51368354 0.76246802 0.81798133 0.3183425 0.81798358 0.76246796 0.81798364 0.70695234 0.3183425 -1.51368354 0.42937393 0.76249373 -1.01404239 0.76246802 0.76246802 -2.29089453 0.65143666 -1.06955808 0.98452218 -1.51368354 0.76246802 0.76246802 0.76246802 0.76246802 -0.01475385 0.76246802 -1.06955808 -0.95852663 -0.90301094 -1.06955808 -0.95852663 -0.90301094 -1.06955808 -0.95852663 -0.90301094 0.76246802 0.76246811 -1.45815933 0.15178703 0.76246811 0.81800093 -1.51368345 -0.90301094 0.76246811 0.59592093 -1.56919914 0.81798366 0.76246811 0.81798148 0.42937395 0.26282707 0.42937395 0.26282707 -1.34711082 0.76246804 0.31834027 -2.34641869 0.31834033 -1.62470638 0.81798366 0.31834252 0.48488957 0.76246819 0.76246813 0.76246813 -0.56990826 -2.17986537 -2.06883169 0.81798381 0.81798156 0.76246819 -1.8467689 0.87349725 -1.51368337 0.76246819 0.76246813 -2.17986543 0.76246813 0.81798375 0.76246806 0.81798375 -1.51367493 0.76246819 0.26282467 0.31834036 0.81798381 -1.90228456 0.81798389 -1.90228456 0.81798389 -1.12506506 0.26282707 -1.73573751 0.31835989 -0.40336106 0.76246821 0.76246815 0.76246821 0.81798383 0.76246815 -2.17986522 -0.95852646 0.76246596 0.09627777 -0.40336119 0.76246821 0.76246828 0.76246596 -1.06955789 0.65143691 0.76246828 0.76246828 -1.95780875 -1.51368328 -0.84749509 0.76246836 -0.95852637 -0.68093945 -1.5136832 -1.79125535 0.81798404 0.76246605 0.76246836 -1.90228672 0.76246836 0.7624683 -0.40336104 0.76246836 -0.73645745 -2.17986513 -0.23681406 0.31834277 -1.51365762 0.76246823 0.81798392 0.92901297 0.31834277 0.76246836 0.76246613 -1.06955765 -0.95852629 -2.17986505 0.76246832 0.2628273 -1.51368311 0.76246832] LinearRegression() [ 0.81798611 0.76247003 -1.01404456 0.76247003 0.76247003 -1.23610889 0.76247003 -1.40265713 0.76247003 0.20730922 0.81798611 0.76247003 -1.51368929 -1.01404456 0.81798611 1.04005043 0.76247003 1.1510826 0.31834138 0.76247003 -0.29233551 1.09556652 0.31834138 0.2628253 0.37385746 0.76247003 1.20659868 -2.17988226 0.2628253 0.31834138 0.76247003 0.76247003 -0.95852848 0.76247003 0.09627706 0.42937354 -0.95852848 0.09627706 0.2628253 -1.51368929 -0.79198024 0.2628253 0.81798611 -2.23539835 -1.51368929 0.2628253 1.1510826 -1.18059281 0.81798611 0.31834138 0.31834138 0.81798611 0.81798611 -1.18059281 -2.0688501 0.76247003 0.81798611 0.76247003 -1.90230186 -0.95852848 0.81798611 0.76247003 0.09627706 0.42937354 -0.34785159 0.42937354 -1.90230186 0.76247003 0.70695395 0.70695395 0.70695395 0.70695395 -1.51368929 -1.51368929 -2.17988226 0.2628253 -1.51368929 0.76247003 -0.45888375 0.76247003 -1.51368929 0.76247003 0.76247003 -0.12578727 -0.95852848 0.76247003 -0.95852848 0.76247003 -0.12578727 -1.51368929 0.76247003 0.81798611 0.31834138 -0.84749632 0.76247003 -1.68023754 -0.95852848 0.76247003 0.76247003 0.2628253 0.81798611 0.81798611 0.04076098 -0.07027119 -1.45817321 0.76247003 -1.45817321 0.31834138 -0.625432 -1.18059281 0.76247003 0.31834138 0.81798611 0.31834138 0.76247003 0.76247003 0.76247003 0.76247003 -1.29162497 -1.51368929 1.1510826 0.31834138 0.76247003 0.76247003 0.76247003 0.76247003 0.76247003 0.81798611 0.31834138 0.65143787 0.76247003 -2.01333402 -0.40336767 0.76247003 0.09627706 0.76247003 0.76247003 0.76247003 0.76247003 -0.18130335 -2.12436618 0.76247003 -2.12436618 0.76247003 -0.51439983 1.09556652 1.09556652 1.09556652 1.09556652 -0.29233551 0.76247003 0.2628253 0.54040571 0.76247003 0.31834138 -1.51368929 0.76247003 0.81798611 0.31834138 0.81798611 0.76247003 0.81798611 0.70695395 0.31834138 -1.51368929 0.42937354 0.76247003 -1.01404456 0.76247003 0.76247003 -2.29091443 0.65143787 -1.06956064 0.98453435 -1.51368929 0.76247003 0.76247003 0.76247003 0.76247003 -0.0147551 0.76247003 -1.06956064 -0.95852848 -0.9030124 -1.06956064 -0.95852848 -0.9030124 -1.06956064 -0.95852848 -0.9030124 0.76247003 0.76247003 -1.45817321 0.15179314 0.76247003 0.81798611 -1.51368929 -0.9030124 0.76247003 0.59592179 -1.56920537 0.81798611 0.76247003 0.81798611 0.42937354 0.2628253 0.42937354 0.2628253 -1.34714105 0.76247003 0.31834138 -2.34643051 0.31834138 -1.62472145 0.81798611 0.31834138 0.48488962 0.76247003 0.76247003 0.76247003 -0.56991591 -2.17988226 -2.0688501 0.81798611 0.81798611 0.76247003 -1.84678578 0.87350219 -1.51368929 0.76247003 0.76247003 -2.17988226 0.76247003 0.81798611 0.76247003 0.81798611 -1.51368929 0.76247003 0.2628253 0.31834138 0.81798611 -1.90230186 0.81798611 -1.90230186 0.81798611 -1.12507673 0.2628253 -1.73575362 0.31834138 -0.40336767 0.76247003 0.76247003 0.76247003 0.81798611 0.76247003 -2.17988226 -0.95852848 0.76247003 0.09627706 -0.40336767 0.76247003 0.76247003 0.76247003 -1.06956064 0.65143787 0.76247003 0.76247003 -1.95781794 -1.51368929 -0.84749632 0.76247003 -0.95852848 -0.68094808 -1.51368929 -1.7912697 0.81798611 0.76247003 0.76247003 -1.90230186 0.76247003 0.76247003 -0.40336767 0.76247003 -0.73646416 -2.17988226 -0.23681943 0.31834138 -1.51368929 0.76247003 0.81798611 0.92901827 0.31834138 0.76247003 0.76247003 -1.06956064 -0.95852848 -2.17988226 0.76247003 0.2628253 -1.51368929 0.76247003]
from sklearn.datasets import make_blobs
from sklearn.linear_model import LogisticRegression
x, y = make_blobs(n_samples=100, centers=3, n_features=2)
model = LogisticRegression(solver='lbfgs',multi_class='auto')
model.fit(X_train, y_train)
predictions3 = model.predict(X_test)
score3 = accuracy_score(y_test,predictions3)
print(score3)
0.5394736842105263
X_scaled.max()
Activity 1.21 Fatal 2.45 Species 0.93 Type 1.62 Year 1.73 dtype: float64
labels = 'Activity','Fatal','Species','Type','Year'
explode = (0,0.3,0,0,0)
size = [1.21,2.45,0.93,1.62,1.73]
fig1, ax1 = plt.subplots()
ax1.pie(size, explode=explode, labels=labels, autopct='%1.1f%%',
shadow=True, startangle=90)
ax1.axis('equal')
plt.show()
sns.pairplot(X_scaled,kind='reg',hue='Fatal',palette='ocean')
<seaborn.axisgrid.PairGrid at 0x7f9a5777b400>
def GetBasedModel():
basedModels = []
basedModels.append(('LR' , LogisticRegression()))
basedModels.append(('LDA' , LinearDiscriminantAnalysis()))
basedModels.append(('KNN' , KNeighborsClassifier()))
basedModels.append(('CART' , DecisionTreeClassifier()))
basedModels.append(('NB' , GaussianNB()))
basedModels.append(('SVM' , SVC(probability=True)))
basedModels.append(('AB' , AdaBoostClassifier()))
basedModels.append(('GBM' , GradientBoostingClassifier()))
basedModels.append(('RF' , RandomForestClassifier()))
basedModels.append(('ET' , ExtraTreesClassifier()))
return basedModels
from sklearn.model_selection import KFold
from sklearn.model_selection import StratifiedKFold
from sklearn.model_selection import cross_val_score
from sklearn.model_selection import GridSearchCV
from sklearn.metrics import classification_report
from sklearn.metrics import confusion_matrix
from sklearn.tree import DecisionTreeClassifier
from sklearn.neighbors import KNeighborsClassifier
from sklearn.discriminant_analysis import LinearDiscriminantAnalysis
from sklearn.naive_bayes import GaussianNB
from sklearn.svm import SVC
from sklearn.ensemble import AdaBoostClassifier
from sklearn.ensemble import GradientBoostingClassifier
from sklearn.ensemble import RandomForestClassifier
from sklearn.ensemble import ExtraTreesClassifier
def BasedLine2(X_train, y_train,models):
num_folds = 10
scoring = 'accuracy'
sharks_results = []
names = []
for name, model in models:
kfold = StratifiedKFold(n_splits=num_folds, random_state=SEED)
sharks_results = cross_val_score(model, X_train, y_train, cv=kfold, scoring=scoring)
results.append(sharks_results)
names.append(name)
msg = "%s: %f (%f)" % (name, sharks_results.mean(), sharks_results.std())
print(msg)
return names, sharks_results
clf = ExtraTreesClassifier(n_estimators=250,
random_state=SEED)
clf.fit(X_train, y_train)
feature_importance = clf.feature_importances_
feature_importance = 100.0 * (feature_importance / feature_importance.max())
sorted_idx = np.argsort(feature_importance)
pos = np.arange(sorted_idx.shape[0]) + .5
plt.subplot(1, 2, 2)
plt.barh(pos, feature_importance[sorted_idx], align='center')
plt.yticks(pos, shark_geo.columns[sorted_idx])
plt.xlabel('Relative Importance')
plt.title('Variable Importance')
plt.show()
from sklearn.model_selection import GridSearchCV, RandomizedSearchCV
from scipy.stats import uniform
class RandomSearch(object):
def __init__(self,X_train,y_train,model,hyperparameters):
self.X_train = X_train
self.y_train = y_train
self.model = model
self.hyperparameters = hyperparameters
def RandomSearch(self):
cv = 9
clf = RandomizedSearchCV(self.model,
self.hyperparameters,
random_state=1,
n_iter=100,
cv=cv,
verbose=0,
n_jobs=-1,
)
best_model = clf.fit(self.X_train, self.y_train)
message = (best_model.best_score_, best_model.best_params_)
print("Best: %f using %s" % (message))
return best_model,best_model.best_params_
def BestModelPridict(self,X_test):
best_model,_ = self.RandomSearch()
pred = best_model.predict(X_test)
return pred
class GridSearch(object):
def __init__(self,X_train,y_train,model,hyperparameters):
self.X_train = X_train
self.y_train = y_train
self.model = model
self.hyperparameters = hyperparameters
def GridSearch(self):
cv = 9
clf = GridSearchCV(self.model,
self.hyperparameters,
cv=cv,
verbose=0,
n_jobs=-1,
)
best_model = clf.fit(self.X_train, self.y_train)
message = (best_model.best_score_, best_model.best_params_)
print("Best: %f using %s" % (message))
return best_model,best_model.best_params_
def BestModelPridict(self,X_test):
best_model,_ = self.GridSearch()
pred = best_model.predict(X_test)
return pred
model = LogisticRegression()
penalty = ['l1', 'l2']
C = uniform(loc=0, scale=4)
hyperparameters = dict(C=C, penalty=penalty)
LR_RandSearch = RandomSearch(X_train,y_train,model,hyperparameters)
# LR_best_model,LR_best_params = LR_RandSearch.RandomSearch()
Prediction_LR = LR_RandSearch.BestModelPridict(X_test)
Best: 0.368889 using {'C': 1.209330290527359, 'penalty': 'l2'}
sharks_KNN = KNeighborsClassifier()
neighbors = [1,2,3,4,5,6,7,8,9,10,11,12,13,14,15]
param_grid = dict(n_neighbors=neighbors)
KNN_GridSearch = GridSearch(X_train,y_train,sharks_KNN,param_grid)
Prediction_KNN = KNN_GridSearch.BestModelPridict(X_test)
Best: 0.528889 using {'n_neighbors': 1}
def floatingDecimals(f_val, dec=3):
prc = "{:."+str(dec)+"f}"
return float(prc.format(f_val))
print('prediction on test set is:' ,floatingDecimals((y_test == Prediction_KNN).mean(),7))
prediction on test set is: 0.5263158
c_values = [0.1, 0.3, 0.5, 0.7, 0.9, 1.0, 1.3, 1.5, 1.7, 2.0]
kernel_values = [ 'linear' , 'poly' , 'rbf' , 'sigmoid' ]
param_grid = dict(C=c_values, kernel=kernel_values)
model_SVC = SVC()
SVC_GridSearch = GridSearch(X_train,y_train,model_SVC,param_grid)
Prediction_SVC = SVC_GridSearch.BestModelPridict(X_test)
print('prediction on test set is:' ,floatingDecimals((y_test == Prediction_SVC).mean(),7))
Best: 0.404444 using {'C': 0.7, 'kernel': 'linear'}
prediction on test set is: 0.5263158
from scipy.stats import randint
max_depth_value = [3, None]
max_features_value = randint(1, 4)
min_samples_leaf_value = randint(1, 4)
criterion_value = ["gini", "entropy"]
aram_grid = dict(max_depth = max_depth_value,
max_features = max_features_value,
min_samples_leaf = min_samples_leaf_value,
criterion = criterion_value)
learning_rate_value = [.01,.05,.1,.5,1]
n_estimators_value = [50,100,150,200,250,300]
param_grid = dict(learning_rate=learning_rate_value, n_estimators=n_estimators_value)
sharks_Ad = AdaBoostClassifier()
Ad_GridSearch = GridSearch(X_train,y_train,sharks_Ad,param_grid)
Prediction_Ad = Ad_GridSearch.BestModelPridict(X_test)
print('prediction on test set is:' ,floatingDecimals((y_test == Prediction_Ad).mean(),7))
Best: 0.800000 using {'learning_rate': 0.5, 'n_estimators': 300}
prediction on test set is: 0.7368421
learning_rate_value = [.01,.05,.1,.5,1]
n_estimators_value = [50,100,150,200,250,300]
param_grid = dict(learning_rate=learning_rate_value, n_estimators=n_estimators_value)
sharks_GB = GradientBoostingClassifier()
GB_GridSearch = GridSearch(X_train,y_train,sharks_GB,param_grid)
Prediction_GB = GB_GridSearch.BestModelPridict(X_test)
print('prediction on test set is:' ,floatingDecimals((y_test == Prediction_GB).mean(),7))
Best: 0.835556 using {'learning_rate': 0.1, 'n_estimators': 250}
prediction on test set is: 0.8421053
def get_models():
"""Generate a library of base learners."""
param = {'C': 0.7678243129497218, 'penalty': 'l2'}
model1 = LogisticRegression(**param)
param = {'n_neighbors': 8}
model2 = KNeighborsClassifier(**param)
param = {'C': 1.7, 'kernel': 'linear', 'probability':True}
model3 = SVC(**param)
param = {'criterion': 'gini', 'max_depth': 3, 'max_features': 2, 'min_samples_leaf': 3}
model4 = DecisionTreeClassifier(**param)
param = {'learning_rate': 0.05, 'n_estimators': 150}
model5 = AdaBoostClassifier(**param)
param = {'learning_rate': 0.01, 'n_estimators': 100}
model6 = GradientBoostingClassifier(**param)
model7 = RandomForestClassifier()
model8 = ExtraTreesClassifier()
models = {'LR':model1, 'KNN':model2, 'SVC':model3, 'DT':model4,
'ADa':model5, 'GB':model6, 'RF':model7, 'ET':model8
}
return models
def train_predict(model_list,X_train, X_test, y_train, y_test):
"""Fit models in list on training set and return preds"""
P = np.zeros((y_test.shape[0], len(model_list)))
P = pd.DataFrame(P)
print("Fitting models.")
cols = list()
for i, (name, m) in enumerate(models.items()):
print("%s..." % name, end=" ", flush=False)
m.fit(X_train, y_train)
P.iloc[:, i] = m.predict_proba(X_test)[:, 1]
cols.append(name)
print("done")
P.columns = cols
print("Done.\n")
return P
models = get_models()
P = train_predict(models,X_train,X_test,y_train,y_test)
Fitting models. LR... done KNN... done SVC... done DT... done ADa... done GB... done RF... done ET... done Done.
corrMatrix = X_scaled.corr()
print (corrMatrix)
Activity Fatal Species Type Year Activity 1.00 -0.02 -0.24 -0.20 0.06 Fatal -0.02 1.00 0.11 -0.08 -0.00 Species -0.24 0.11 1.00 0.20 0.03 Type -0.20 -0.08 0.20 1.00 -0.07 Year 0.06 -0.00 0.03 -0.07 1.00
ax = sns.heatmap(
corrMatrix,
vmin=-1, vmax=1, center=0,
cmap=sns.diverging_palette(20, 220, n=200),
square=True
)
ax.set_xticklabels(
ax.get_xticklabels(),
rotation=45,
horizontalalignment='right'
)
[Text(0.5, 0, 'Activity'), Text(1.5, 0, 'Fatal'), Text(2.5, 0, 'Species'), Text(3.5, 0, 'Type'), Text(4.5, 0, 'Year')]
from string import ascii_letters
mask = np.triu(np.ones_like(corrMatrix, dtype=bool))
f, ax = plt.subplots(figsize=(11, 9))
cmap = sns.diverging_palette(220,20, as_cmap=True)
sns.heatmap(corrMatrix, mask=mask, cmap=cmap, vmax=.3, center=0,
square=True, linewidths=.5, cbar_kws={"shrink": .5})
<AxesSubplot:>
pip install mlens
Requirement already satisfied: mlens in ./opt/anaconda3/lib/python3.8/site-packages (0.2.3) Requirement already satisfied: numpy>=1.11 in ./opt/anaconda3/lib/python3.8/site-packages (from mlens) (1.18.5) Requirement already satisfied: scipy>=0.17 in ./opt/anaconda3/lib/python3.8/site-packages (from mlens) (1.5.0) Note: you may need to restart the kernel to use updated packages.
from mlens.visualization import corrmat
[MLENS] backend: threading
corrmat(P.corr(), inflate=False)
<AxesSubplot:title={'center':'Correlation Matrix'}>